{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "08b81745",
   "metadata": {},
   "source": [
    "### Quick settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "e8d2ece2",
   "metadata": {},
   "outputs": [],
   "source": [
    "domain_name = '_feb_2023'\n",
    "\n",
    "st_date = '_25_0'\n",
    "\n",
    "# simulation specification term -->\n",
    "folder = \"YSU_default_diffusion\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5db421bc",
   "metadata": {},
   "source": [
    "# Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "d952c94e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from os import system\n",
    "import os\n",
    "from netCDF4 import Dataset\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "from matplotlib import pyplot as plt\n",
    "# import cartopy.crs as ccrs\n",
    "# import cartopy.feature as cfeature\n",
    "# from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n",
    "import datetime \n",
    "import math\n",
    "from wrf import (to_np, getvar, smooth2d, get_cartopy, cartopy_xlim,\n",
    "                 cartopy_ylim, latlon_coords)\n",
    "import cartopy.crs as ccrs\n",
    "import os\n",
    "from os import system\n",
    "import cartopy.feature as cfeature\n",
    "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n",
    "from cartopy.io.shapereader import Reader\n",
    "from cartopy.feature import ShapelyFeature"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a7467f9",
   "metadata": {},
   "source": [
    "# Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b3f8d622",
   "metadata": {},
   "outputs": [],
   "source": [
    "# This function returns a list of all wrf files in the directory.\n",
    "def list_files(Dir, ncfiles):\n",
    "\tfor f in os.listdir(Dir):\n",
    "\t\tif f.startswith('wrfout_d'):\n",
    "\t\t\tncfiles.append(f)\n",
    "\treturn (ncfiles)\n",
    "\n",
    "\n",
    "def min_slp_max_ws_dis(idx, wind_idx):\n",
    "    dis_vector= np.array(idx)-np.array(wind_idx)\n",
    "    dis_sq = np.square(dis_vector)\n",
    "    dis = (((float(dis_sq[0]))**2+(float(dis_sq[1]))**2)**0.5)*resolution\n",
    "    return dis\n",
    "\n",
    "def index_corrector(idx):\n",
    "    prev_dist_min = 100000\n",
    "    print('working')\n",
    "    for q in range(len(idx)):\n",
    "        prev_dist = (((idx_prev[0]-idx[0][q])**2)+((idx_prev[1]-idx[1][q])**2))**0.5\n",
    "        if prev_dist < prev_dist_min:\n",
    "            prev_dist_min = prev_dist\n",
    "            idx_temp0 = idx[0][q]\n",
    "            idx_temp1 = idx[1][q]\n",
    "            idx_corrected = tuple(np.array([idx_temp0,idx_temp1]))\n",
    "    return idx_corrected\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a366796",
   "metadata": {},
   "source": [
    "# Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "25ed4dbe",
   "metadata": {},
   "outputs": [],
   "source": [
    "##### Basic input variables -->                                                              \n",
    "\n",
    "# Grid resolution\n",
    "resolution = 8 # km\n",
    "\n",
    "# Getting data inside certain radius of Hurricane eye --> 1. for one dataset, 2. for another dataset\n",
    "intensity_radius1 = 300 # km\n",
    "intensity_radius2 = 96 # km\n",
    "\n",
    "\n",
    "# editing file for each case\n",
    "\n",
    "# Hurricane name -->\n",
    "event = \"harvey\"\n",
    "\n",
    "end_date_dict = {\n",
    "    'harvey': '2017-08-26_18:00',\n",
    "    'ike': '2008-09-14_00:00', #'2008-09-13_06:00',\n",
    "    'gustav':'2008-09-01_12:00',\n",
    "    'irma': '2017-09-10_12:00',\n",
    "    'jeanne': '2004-09-26_18:00',\n",
    "    'charley':'2004-08-14_12:00',\n",
    "    'frances':'2004-09-05_18:00',\n",
    "    'katrina':'2005-08-29_12:00',\n",
    "    'rita':'2005-09-24_12:00',\n",
    "    'ida':'2021-08-29_12:00',\n",
    "    'wilma':'2005-10-25_00:00',\n",
    "    'zeta':'2023-08-30_00:00',\n",
    "    'ian':'2022-09-29_00:00',\n",
    "    }\n",
    "\n",
    "end_time = datetime.datetime.strptime(end_date_dict[event], \"%Y-%m-%d_%H:%M\")\n",
    "end_time = end_time + datetime.timedelta(hours=1)\n",
    "\n",
    "\n",
    "\n",
    "#****************************************************\n",
    "#   Grid limiting conditions\n",
    "#****************************************************\n",
    "err_TC = ['charley', 'irma', 'ida','ike']# 'ike']# 'charley'  \n",
    "# Ike's grid limiting is problemetic as it changes slp  index --> tempers wind intensity calculation\n",
    "\n",
    "# for harvey there are 2 other storms nearby. grid limiter is used.\n",
    "# grid_limit = 250 #275\n",
    "grid_limit_dict = {\n",
    "    'harvey':275,\n",
    "    'charley': 210,\n",
    "    'irma': 250,\n",
    "    'ike': -280, # optimized for later than sep 6\n",
    "#     'ike': -240,\n",
    "    'ida': -200,\n",
    "    }\n",
    "\n",
    "# which adds grid limiter as its at left limiting value\n",
    "grid_corr = ['ida', 'ike']\n",
    "\n",
    "if event in err_TC:\n",
    "    grid_limit = int(grid_limit_dict[event]*(8/resolution))\n",
    "\n",
    "time_gridder_dict = {\n",
    "    'irma':\"2017-09-08_00:00:00\",\n",
    "    'harvey': \"2017-08-24_00:00:00\",\n",
    "    'charley': \"2004-08-13_06:00:00\",\n",
    "    'ike': \"2008-09-07_06:00:00\",\n",
    "    'ida': \"2021-08-28_01:00:00\",\n",
    "    }\n",
    "if event in err_TC:\n",
    "    time_gridder = datetime.datetime.strptime(time_gridder_dict[event], \"%Y-%m-%d_%H:%M:%S\") \n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b78d587f",
   "metadata": {},
   "source": [
    "# Searching the right folder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "67514798",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WRF_simulations/YSU_default_diffusion/\n"
     ]
    }
   ],
   "source": [
    "# Define the base directory.\n",
    "base_dir ='WRF_simulations/'\n",
    "\n",
    "Dir = base_dir+folder+'/'\n",
    "    \n",
    "print(Dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "753d7040",
   "metadata": {},
   "source": [
    "# Engine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "7cfb9f4e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WRF_simulations/YSU_default_diffusion/\n",
      "2017-08-25 00:00:00\n",
      "2017-08-25 00:00:00 (array([179]), array([187])) 985.9822998046875\n",
      "ew=  399 \n",
      "ns =  399\n",
      "4421\n",
      "441\n",
      "2017-08-25_00:00:00,33.585987,33.585987,33.585987,20.329683,25.003318786621094,-93.99706268310547,985.9822998046875,13.588967,24.61603546142578,29.229068756103516\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017-08-25 01:00:00\n",
      "2017-08-25 02:00:00\n",
      "2017-08-25 03:00:00\n",
      "2017-08-25 04:00:00\n",
      "2017-08-25 05:00:00\n",
      "2017-08-25 06:00:00\n",
      "2017-08-25 06:00:00 (array([185]), array([174])) 976.2520141601562\n",
      "ew=  399 \n",
      "ns =  399\n",
      "4421\n",
      "441\n",
      "2017-08-25_06:00:00,39.108887,39.108887,39.108887,25.486027,25.45428466796875,-95.07721710205078,976.2520141601562,15.3508,29.56743049621582,32.16654968261719\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017-08-25 07:00:00\n",
      "2017-08-25 08:00:00\n",
      "2017-08-25 09:00:00\n",
      "2017-08-25 10:00:00\n",
      "2017-08-25 11:00:00\n",
      "2017-08-25 12:00:00\n",
      "2017-08-25 12:00:00 (array([194]), array([167])) 972.3588256835938\n",
      "ew=  399 \n",
      "ns =  399\n",
      "4421\n",
      "441\n",
      "2017-08-25_12:00:00,36.673264,36.673264,36.673264,27.29894,26.127593994140625,-95.65884399414062,972.3588256835938,16.147408,30.264495849609375,32.581295013427734\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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DcXExSkpKOP1iYGCAmjVliWlLRm5uLvh8PrS1xQ1lPnnyhHMt7FvhmBElYV0UFBRQq1YtlJaWIj8/H0VFRSgtLQURQU1NDbVq1QLDMMjNzUV4uGTrsXp6erC1/b9kcUREBHJyuBKcioqK0NDQ4IwP4XMRjhNDQ0NYWlqCiJCTk4P09HQUFBSAz+dDX18fZmZmAIDk5GQkJEgW+a5duzZiYmJgbm6OqKgo9r6SkhJq1qyJ+Ph4OXoZ0NfX54zR/Px8th7GxsZy5SHEkydP0ohIqrIWCzlFliwAXIVA1Oxs2b1wAKZl/00BhMuRT3lxM1JUVBS7928iQ0NDqlmzJhkbG5Oenp7MuC1btqQxY8ZQy5Ytv7jcsWPH0uLFi+nnn3+mtm3bkqenJ9WuXZtcXV2pXbt21KBBA2rdujW5u7uTtrY2J62KigrduXOHcnJyZJbx5MkTEmLFihVi4VZWVhQbG0uiKC4uptDQUDp37hzt2LGDLl26RMXFxWz48ePHKTg4mH7++WdKTEwkabhx4wYBoEmTJkmNQ0T0+PFj2r59u8w4Hz9+pHfv3hGfz5cZ79+CkJAQOnXqlNj9rKwsunDhAp07d47++usvOn36NGVkZLDhR48eJS8vL1JRUSEA1KxZM+Lz+fTbb7/JHCfv3r0jIqLz589LjbNv3z5OXQoLC+np06d07NgxWrZsGf3+++/08eNHKigooEmTJpGPjw/Vrl2bjIyM6M8//+Sk5fP5EsuoXbs2G2fKlCkS4zg7O1NxcTH169ePFi5cSO/evaOjR4+y4R06dPjid9PY2LjSzwzAY5JnrpYrkkDxwBsCWUjhhJ5ZLs4nKWmHQSB3/vhbTqzCQfijkpaWFpXtcEhLS6tS7VFTUyMDAwP2WlNTs8I079+/JyKiefPmkaamJtnb25O3tzc5OjqSo6MjjRgxgng8HvH5fHr37h2tX7+eBg4cSD169KDt27dTWloaO0GWlJRQly5dOPnPmTNHbNBmZWVx4owbN07qAE9NTaVBgwbR/fv3K/1yVIOLO3fuiD3/u3fvcuKUfzYAyMHBgYiIXr9+Tc7OzmRnZ0ceHh5kbW1NxsbGZGlpSSNGjGDHQUFBAd25c4emTp1KQUFBtGTJErp8+TK9fv2aGjZsKJa/s7MzZWZmcuqxadMmieO7tLSUE2/FihWkq6tLdevWJX19fXJwcKDjx49TdnY2PXnyhBYtWkRt2rQhGxsbAkAmJiY0cOBAOnbsGBERXb9+ndq1a8e+BwsXLiR9fX1yc3Ojtm3bUseOHcXqYWpqSgAoICCATE1NqXbt2uTt7U2NGzemxo0bk5OTE3l7e9OWLVuIiOjNmzeUnp4u1zOCnBN6hYaQGIbpCCCFiJ6UaTNVCkS0FQJ739+U5VJcXPytiq4Qtra2yM3NRUpKisx4P//8M0JCQvDy5UuxMCGrQBIKCwtRUvJ/Dfi//voLt2/fRn5+PhISEpCWloaioiJoampCW1sbXbt2xeXLl/HmzRvcvHkTfD6fZZMMGDAAu3fvBgC8ffsWzs7OYuU9evQIQ4b831x5SUkJTp48yYlz69YtsXTFxcU4c+YMPn36BC0tLbRqxTXqx+fzcebMGejp6aF58+bYuVOy2fmzZ88iMDAQ9+/fR6NGjSTGqcb/8fSpuO2otDSuyXxtbW08efIEjx8/RkxMDBQVFREUFIRDhw4hJiYGXl5euHXrFp49ewYAaNmyJa5d+7+RQUdHR7x7946TZ1RUFKZPn46UlBQ8ePBArA5v3rzBx48foaOjw94bPHgwioqKkJKSAg0NDWhoaKBt27ZQVFREeno6du/ejcjISNy/f59lC0VFReHvv/9G165dxcoQshI/fvwIOzs7PHv2DO3atUOLFi1w7do1TJo0CcePH0dISAgyMjKQkZGBFy8EBmJVVVUxduxYaGhoYN68eUhKSgIgYGm5ubnBwMAA1tbWSExMRP/+/eHn58eWO3XqVKxYITD8WqXjtKIZHwILbvEQaGglQ2AkZj+qiOVSTeCsnr+UGjZsSEZGRp+VNiAggIiIunbtKjVOo0aN2FVDUlISGRsbs2HKysqkp6dHixYtYuOkp6fThQsXaPPmzRQaGkrx8fEcVsqbN2/I0NCQU8bYsWMlrlI2btzIxnn9+rXU1czz58+pe/fuFB0dXfHSpxqUlpZGERER9P79e3r69Cl9+vSJDSsoKKDOnTuz/R4UFMSyyBYsWCB1nDg6OnLKGDt2LBumpqZG1tbWtH79euLz+RQREUFnzpyh7du30++//07h4eGUn5/Pruz5fD7NmDFDrIzu3btzymjRooXEuiQkJNCjR4+k1lVRUZGGDx9OycnJNHnyZJozZw4dPXqUCgoKqFGjRjRmzBiqWbMmAZJ3+sJVviwyMjLisPQOHz7Mvq8fPnyo8BmhqlboRDQdAk8oKFuhTyKinxiBBb0BAJaV/Z6qKC95oKSkBCUlJRQWFlZFdj8E0tPFbXt5enpCU1MTfD4f9+7dkzsvSSsdedGwYUMAwMqVK6Gvrw81NTUkJiYiMzMTeXl5sLCwwIwZM8Dj8fD27VuEhoaiT58+CA8PR0BAAEaPHg1AcPiakJAACwsLsTJu3ryJ5s2bs9cHDx4UWw3GxUk2vNmvXz98+PABTk5OcHJy4oQREaKioqCtrQ03NzccOSLJHlI1RMHj8eDh4cEeCm/ZsgXDhg3jxAkLC8OpU/9/tS9evIj8/Hzo6Ojg119/xadPn9jDyaSkJCQlJcHAwAAzZ84EAGRkZCArKwuenp7o168f3N3dMWHCBDAMg23btokdtguRnJwMdXV1AEB2djaWLFkiFqd82j/++APr1q2DtrY2UlJSUFpairZt28LMzAzq6upo3Lgxxo0bByMjI/z++++oVasWBg4ciDdv3qCoqAjp6ek4dOgQUlNTMWHCBLRu3Rpdu3bFmjVrkJeXBxMTEygqKiIxMZFTbmxsLJSUlNC7d2+oq6uDYRhoaGhAR0eHFURo0aIFe2hPRFBUVMSyZcswZMgQGBpKNzQZGxuLuXPnSg0XgzyzPv1/he2L//PQDSA4KH1X9luhHQp8B6vhH4lsbGxo+vTp5O/vLzWOvLz0Ro0a0bBhw6hJkyacHYGSkhKNGzeODh48SAsWLKBmzZqRg4MDaWhocFYXRUVF7GpB2go+PDycjRMXFycWbm5uTg8ePGDjZGdn040bN2j37t10/fp1OnHiBF29epUKCgrYOMXFxTRhwgRyc3Ojs2fPSl3BLF++nC1HNH01pIPP51Pz5s3Zftu1a5fEeJ8+faJnz57R7du3WZ7v/v37ycnJiWrUqMGm79mzJyfd2rVrZY6TrVu3Sgy3trbm7OL4fD5du3aNFi5cSKtWraLDhw/ThQsXKC8vj4iIXr58Sb6+vuTq6kq2trZ07tw5IiLi8XjE4/GIiOjVq1c0dOhQKikpISKid+/ekZ6eHiUnJ9OOHTuofv36ZGlpKde71L9/fxoyZAgtX76c/Pz8CACdPHmSiIiSk5Opc+fOZGtrSy4uLvTmzRux/rxw4QKb17Bhw2Q+o6ioKOrduzehKg9Fq4q+9QRZFaSvr//N66CsrEw6Ojpkbm7+2XmITtjbtm2ju3fvSo2rpqbGvjxEAgkTGxsbatiwIbVr147atGlDs2fPZl8eIqLMzEy6du0anTt3jkpLS6mwsJANi42NFSujZcuW7MsmirNnz7JxzM3NpQ788PBwatq0Kf3xxx//GWmVb4Xc3FyJ46T884mMjCQXFxcyNTUlT09P6tKlC82fP59KSkqopKSELl++TJMnT6Zu3bpRp06daOvWrRyJJyKijIwM0tXV5ZTz9u1bTpwmTZpwwm1tbWnXrl1kampK06dPJyKimJgYcnV1paSkJDbdL7/8Qv7+/jR8+HBycHAgLy8vsTY5OzuTo6OjxPb6+vqy/y9dukRE4tIz5dlCRIJ3Y+DAgdS7d296+PChXH0OOSf0f1RTVNah6LeU32YYBgzDgM/nQ0lJCTVq1BCTqRbC09MToaGhX60uTk5OMDY2RlZWFp4/l2qZFioqKujUqROOHavI8qls6Onp4fXr1zA1NWUPtWJjY1FQUABDQ0Ooqamhbdu28Pb2BgD8/fffuHv3LuLi4mBoaIh58+axW2MASElJgYmJCaeM6dOnc7bMISEhaNyYa/Pf1tYWz549g5YW12EPEeHevXvIzMyEm5sbLC0tUY1vj3fv3uHOnTsoKChAcXEx1NTU0Lp1a9jZ2VWYNicnR6IMvJ6eHjIyMsTKcXT8v1c+DQ0NvH//niN//+nTJ9y5cwelpaVgGAbOzs6YMmUK/Pz8sHv3bnTv3h137tzBtWvXoKqqisTERKSlpcHa2voLekCAli1bYubMmXB3d8ezZ8+QlJSE6Oho6OvrQ1tbG507d+Yc6n4OVq9ejUmTJj0honoVRpZn1q8qgowVo4KCwjdf+QICkT5lZeWvlr+hoWGFbBIfHx/y8fEhKysrmfF0dHRISUlJariBgQEtWLCABgwYQJ6enpxyu3fvTnv37qUHDx5I3WouXbqUs0q4f/9+hXFyc3OpcePGbLiVlZVEVgmfz6fU1FQKCwuj9+/fi62qU1NTycfHhzZv3izXCqYa/xxCQ0M5zzchIaFS6YuKiqhPnz4ECGSydXR0yMLCgubOnSsxPp/Ppw8fPlBoaChnp0gkWME3bdqUZs+ezRlDwoPGXr16iY3ZY8eOUWZmJsvKNDQ0JC0tLU4cXV1dsZ2Bj48PtWvXjrZt20bjx4+X+W6KCgZ8KUpLS+VeoX83E/r3TEpKSqSqqvrN61GezMzMKv0hFA5cf39/IiJavXq11Ljl5cBLS0tpw4YNNHnyZJo/fz4tX76cIxFRXFxM169fp40bN1JYWJjUARofH1/hoD916hQBID09PTEZ42p8W0ydOpUzTu7du1ep9FlZWbRnzx7q06cPjRkzhqO8VFkI+dGKioqUk5MjFh4XF0fW1tbUo0cPGjduHA0cOJDatWtH69ato44dO5Kenh7Vrl2bTE1NqUmTJqzCmpAkLapsbW0rfM82bNjw2W2ShO92QldSUiI9PT0yMTH55hPi90JGRkbUoUMHGjBgwD+mObtz504qLS2l8PBw2rVrF02aNIn69+9Po0aNopUrV9KxY8fYg9CTJ09SixYtyNHRkfT19aUennXr1o1TRlpamsR48fHxZGxsTEuWLJE5iHNzczmHsdX4PsDn8ykqKopu3bpF8fHxlU5bfizu2LHji+qTm5tL+fn5YvcTExMpKCiI+vbtS02bNmXv79+/X+p7ce3aNZlzk3AB5eXlRevXr6cZM2aQq6srG963b1+6fPky5zypKiDvhP7NeOja2trIzq7IxeR/C46Ojvj48SOysso7g/8/TE1NWT6iNHTt2hVaWlr48OEDq5whxNChQ3Hz5k1EREh3XRkdHQ0bGxsAAmUeRcXyHu0ENlBEbbQAAmWhsWPHQlFRET179sSECRM4aYkInz59gr6+vtSyq/Hvx/bt27F27VpYWlrCxsYGc+fOZXniRIT09HTo6+tLFWmUFyNGjMDmzQKvjoGBgbC2toaCggL69++Pv/76C+fOnYOmpiY+fvwIhmHg5eUFHR0dPHz4kFUeAgBjY2P06tUL/fv3x9OnT8VEO+3s7GBpaYkbN26wvPSqBsMwPxYPvZr+GRoxYoTMcB0dHc4WuLS0lK5du0abN2+mPXv20I4dO1jbHELEx8fTtm3b6Pr161JXGAkJCWwZ48ePr+wCpRr/ApSWltKhQ4do3759ElewBQUFHBaiLFs+8iA/P5/OnTtHT58+pWbNmpGhoSGtXLmSNm3aRL179yZjY2PS0NCgvXv3Uo8ePTjvQXn7RoBgJy3pzEpNTY39f/DgwS+qsyRkZ2fLvUL/xyf08ocP/2Xy8PCgUaNGUVBQUIVxRQeNLFJQUJB6UNqoUSP68OEDXblyhVasWEGDBw+mNm3akJ+fH82YMYOOHTtGHz9+pEePHpGOjo5Y+pUrV0occKJsooiICIlxsrKyqGnTpgSADh06xN7n8/n0/v17unr1Kr18+bLSg70aPw52797NjpMTJ06IhZeWltLQoUMJAPXu3Ztyc3M/q5zbt29Ty5Yt6ePHj0REtHLlSho7diwVFhbSuHHjxMb1zJkzOVrI5UleNujhw4eJSPAh6dSpE3u/adOmn806jI2NFRrr+z4n9GrikpGRUZVJ1QQEBJCLi4tEWfky5QSp5OHhwQ6iAQMGSIxTXnFEiHv37lH//v1p//79HEkDHo9HoaGhtGXLFjp9+rTY4aYk1fHffvut8qO+Gj8EcnNzacWKFbRixQox5S8+n0+PHj2iV69efXE5QsU3oRVG4W6Az+dTWFgYDRo0iEaMGEG9evWioUOH0k8//STR/IaNjQ2tWrWKc09ocEt4bWZmxv4X7lAlmRkov6uVFyUlJXTv3j25J/QKVf+r8XWRmpoqds/Z2Rl2dnawtbXF8ePHparCl8fFixelhlXEt+7YsSOKiorw8uVLtG7dGmZmZoiPjwefz4e7uzvs7e1hbW2NwYMHIzMzE6mpqUhKSkJiYiJ8fX1x8OBB6OrqcvIMDg7mGOVavHgxZsz4vxc5SQbTJNk0r8a/A5qampg8ebLEsGnTprHGqnbt2oWBAwd+djmHDx9GRkYGa3M8JCQEM2fORFhYGJKTkwEAOjo6uH79Ory8vKTmExMTg8WLF3PulbfnLtS7uHjxIszMzHD27FncunUL/v7+qFGjBrp27YomTZrIJZ8vCdeuXZNo9kAq5Jn1q4rwHayIvxfy8PCoMI686sgVxfHx8aEhQ4ZQ27ZtycXFhQwNDUldXZ0AUJs2bdj/0qhfv35ERGRtbS01ztGjR8VWFxcuXCA9PT1ydnamzp07syyVoqIi1tb1tm3bKD4+nvLy8qrFE//DePToEbm4uFCfPn0oMjKy0ulv3bpFAGjatGliYaJa0aL0/PlzcnZ2Zq91dHTIxMSENDQ0iGEYqVrhqqqqNG3aNIqJiZEYrqioSHXr1iUANH/+/C/qFxHN0+9bykVeCD3T8Hi8r1GlHxa+vr64ceNGpdMxDAMHBwcUFxcjJiZGrjR79uxB//79kZCQgH379iE/Px8ZGRlQU1ODuro63NzcEBQUhOzsbFy6dAmhoaF49OgR4uPj4e/vj02bNrEr7+XLl2PatGliZaSlpcHAwKDS7akKXLlyBa1bt4aDgwPevHkDJaXqjes/gfT0dJw7dw4fP35E7969JRpzkxfCceXq6ornz59zdnp37tzBkSNHkJycjNzcXERHRyMxMfGLpew0NDSQn58vdl9BQQGamprIycnBtm3b8PPPP392GVFRUbhw4QJGjRpVLeXyI5GSkhLVr1+fevfuLZWHLSRVVVVq2bIlNWjQgDw9PcXMz8pLxsbGdPz4cdqzZw9NmzaNevToQU2bNqV69epRt27daM2aNXT69Glq3rw5xwiTkJSVlSk5OZldTdjb20ssR9Rr0ZEjR8TCg4KCxA7A+Hz+P2Zk69mzZwSAhg8fXm0HpooQGhpKtWrVomHDhkm00UNEZGFhwY4BS0vLLy5T6HBF+F/SAWj59+hz3huhoxk1NTU6ceIE7d27lwYOHMgRXGjfvj0dOHDgs8dTcnIyDRkyhC0H1Yei3x+1a9euwjhGRkYSRaY+h+rUqUOOjo4Vur4TJdHt6cuXLzlWDMuTsrIyR8Tx7t27FBAQQAMGDKCuXbtScHAwbdy4kR3U6enpdOjQIRozZgyNHDlSqk3zn3/+mS1DmmRNNb5vBAcHc8aRJNy+fZs6depEffv25Yi88vl8uRRzioqKWNZleemqiIgIqeO2/AKoTp06ZGJiQgzDSJQQc3R0pHr16lHbtm3p6dOnUl3p1apVi/3/+++/f1H//f777+Xzr57QvzcSftk/h/r27UtTp07laKXJSyoqKlS7du1K+Sr19PSk0tJSys3NpUOHDtH8+fNpyJAh1KdPH5owYQLNnTuXHj9+TDk5ObR06VL6+eefqXHjxqy9mPJ2OSStzEUla0Qh6t5rypQpX/RiVOPboLCwkJ4/fy7mZKSgoIBWrFhBQ4cOlai3UH4BsX//fpllCN0pPn78mHP/5s2bNHPmTHJzc5PKQ/8cEjq6kEVOTk4SzRDIg7y8PDp27BgdPnyY/v77b7p//75Qs/X7ndC/N/+e39IwmIaGBo0ePZoOHTpUoWihn58fNWjQQKKZT1Gys7OTOYg7dOhAmzdvpjFjxlDTpk05PkY7dOhAM2fOlJn/L7/8wg7AkSNHSozTrVs3zkANDw8na2tr0tDQIHt7e/Lw8KBNmzaJDeiMjAyph6N8Pp81ilTeKNg/jdzcXPLz8yNdXV25TaBWg2jRokXsGFFXVxdbiYsagFNRUZFoTzw3N5euXbtGcXFxnPvh4eFy7W4rw2oR6mNoampy3ikXFxfq2rUrtW3bljXiNXHiRDp06NBnT+ZEAh++5etQJrTw/U7o/yR9a0WmFi1a0LFjx2S6hVNWVq7Sj4okpaCK4gslZerUqcNRipBEoka1MjIyaN68eTR//nyaNm0aDRkyhKZOncpKKsTFxdG+ffuoT58+5ObmRvXq1ZO4Bb9y5Qqbv76+vphVPSKB8S9hHGNj428qFfP8+XO2LrNnz/5m9fjRkJubS2vWrKG1a9dynJ3weDx69uwZrV27ln799Vepzr+FrtuEJLrKl6UcpKOjw3kHDQ0NqVWrVmRhYUE6OjpSz6GEjp+BiiXTVqxY8cX9ExkZSba2tuTo6Mhx/YfqCf3LqSq2alUxUffs2VNqmLTdzucoKykpKdGJEyfo3bt3tGfPHpo6dSr16tWLAgIC6KeffqIVK1bQ6dOnKS8vjyZOnEiNGzcmCwsLto1NmjThrLik8Rolrcxv3rzJhgcEBEg9EOXxeJSTkyPmCOFboKCggDIyMsQOvj5+/Eg9evSgtm3byuUv8r+AjIwMGjBgAM2ePVvisyt/gMkwDMXExIjFE1rhBASWEIWWHt+8eUOrV6+m1q1byxzj5dmeNjY2tGTJEpo5c6ZUlqQ8CyQ9PT2Ju4kvxevXr4X89OoJ/VuTLFvldevWpbVr19KmTZtk8tZ1dHRIT0+PTE1NOauF8lS7du0K7ad37NiRgoKCqEGDBmJb0/K2nyXR7du3iYjowIEDEsMVFBQ4h6Tp6enUpUsX8vb2ptatW1ODBg2of//+lJKSUumBffnyZVJTU6u0qdbKgMfj0atXr1g3a5KQkpJCRkZG5Ofnx/HCJApR87KjR4/+WtX9oTB37ly2T27duiUW/uzZM3J3dyc/Pz/q0KEDLV26VEw6JjY2VkyTNCQkhDMGzczMyMrKilq0aEFGRkakqKhI2traVKtWLQ5rsbLUv39/Wr9+vUTvRStXrqTs7Oyv0m8i2tTVE/q3pIqUdYCq2QEIqbJmdy0tLTn+JCsibW1t1hwun8+n06dP07p162jRokW0cOFCWrx4MWcLfefOHVq8eDH16NGDfvnlF9auhijKm1KVZgeG6P+81y1btlTujRCBLHsa5e1gP336VGI8oYgjAEpNTRULz8jIoKysLLpw4QK7mxEFj8eju3fvUmZm5me340dEcXExXbhwgR4+fMjuaHJzc+nAgQM0depUatmyJTVr1oyuXbsmMX2rVq3Yfhc9cN+yZQvnudWoUaPCFfWYMWNoyJAhHBdyn0NCMcWqtn0uilu3btGSJUsI1RP6j0kGBgbUq1cv2rVrF0faozwJ5cK1tLTIysqKnJ2dZRrel7UL0NfXpz///JOVVmnTpg15enqSt7c3DR8+nHbs2EH37t2j+vXrSxSB3LNnD2cQivLDhSTNDozQyW6TJk0kTvpVhdzcXBoyZIhUi5Bv375l+8jOzo4jO09ElJaWRm/fvpUoTvf777+LaRX+/fffEssROhTx9PT84jb9CLh48SJZW1uzjptF0aVLF7Fx0rx5c4n5LF68mI1z5MgRIhJ8PP/44w/q27ev2CQuenZWfrGzcuVK+vXXX8nf358aNmzI8bAlJFF+u5KSklTWZqtWrb4a++/06dMEgJo1a0b4t2iK/ldhY2ODwsJCEBHHnnl5GBoaIi0tTWZezs7OSEpKwqdPn+Qqu0aNGjA1NcW7d++gr6+P9PR0TJgwAWvWrJEYf8KECVi9ejV7XVhYiIULFyIpKQkMw0BbWxtDhgxB3bp18e7dOxw/fhzPnj1DcXExevXqhe7du8tVry8BESExMREGBgZQU1MDAPB4PDx8+BA3btxAbGwsWrRogd69e3PSbd26Fb/88gt77ejoiGfPnrF+VAsKCqChoSFW3qxZs7Bw4UKx+2lpaVi4cCF69uwJHx+fqmzidwl7e3u8f/8ezs7OeP36NSfs9evXWLBgAfT19ZGbmwtNTU0MHDgQDRs2xNOnT3Hv3j0kJyeDx+MhICAAvr6+AAR9Xq9ePbx584bNy8nJCaWlpYiMjGTvGRsbQ0VFBfHx8ZxyFRUVJWqet2rVCteuXQOfzwcAbNmyBUZGRti+fTtev36NkpIS6OrqokOHDjA2Noabmxv8/f0l+guoCvTs2RNHjhyBl5cXnj59KpemaPWE/gOiWbNmuH37tsQwac62tbS0kJOTU+myxowZg3Xr1iEuLg6XL1/Ghw8fkJKSAjU1NdSsWRM2Njbo3Lkz1NTU8OrVK/z111+Ij49HYmIihg4dii5durB5rVq1SqJxpvv376NRo0aVrltFiI6Oxv79+9G8eXO0aNGCE0ZE0NDQQGFhIXtPQUEBeXl57IQPADNmzMDSpUvZa0tLS7x8+ZLj+Dc5ORlv3rxBUlISMjIyYG1tjYCAANYBSExMDA4dOgQPDw+0bdv2P2GALCUlBSkpKbC2tsb79+9Rq1YtvHv3DidOnEB2djaKi4tRUlKCgoICTJ8+HW5ubmzagIAAXLp0SSzPM2fOoGPHjsjOzpbpeLlevXp4/Pgxe21ra4vAwECYmJiAYRhMnz6dE1/4PAwMDCpcHAnrd+HChQrjfS7y8/Nx5coVFBcX49KlS8jMzMSxY8eqVf9/RBozZoxMfriamho5OztXKI+urKws1biQkPz8/GjKlCnUokULsQOj0aNHV6g6Xf6AUlIcUV7x3bt3SU9PjwwMDMjMzIxMTEyoTZs2EnnRVQFjY2O2HpJkg2fPnk2A4CDN2dmZxo0bRzwejz59+kQ3b96kPXv20Lx582jcuHG0f/9+jku97OxsMYmKvXv3SqyHqEmEkJCQr9LW7wUrVqzg9Enbtm2JSKDsI20c1apVi5PHjh07CBBIjlhbW5O5uTl16NCBIiMjKSoqig4ePEgjR44kT09PqXkqKiqKSZgNHTqU2rVrRw0aNJAqgihJRl30PMzMzIwOHDjw1fovPT2dHBwcOOXXr1+fUM1y+TEhzeCPvDAyMmJN8mpqaiIvL0+udPr6+rC3t0dkZCQyMjKwYMECbN26VWy7KoqwsDDUrl2bvb516xbOnj0LPT095OXloWXLlvD39wcgYMOcOXMGZ8+eRWxsLHr16oXhw4d/djvlwatXr7Bz50507NgRfn5+AAAiwtOnT3Hy5EncuHEDeXl5mDx5Mnr37o0nT56gXj3JiyBdXV0Oy+rBgwdiu4rmzZvj5s2bYmnfvn2L3bt3o169eujWrdu/eoVevm2GhoZISUkBwzC4cuUKrl27xu6MlJWVAQCdO3eGu7s7kpOTcf36dRw7dgwhISFISkqCpqYmli1bhtGjR4uVZWlpCT8/P0RFReHOnTvszlRJSQnq6upy70gDAwOhp6eHx48f482bN1i9ejVatWqFFy9eICYmBvb29qhfvz40NDRQs2bNr/r8zp8/jw4dOnDuWVtbIzY2tprl8k9CR0dHpi/Qz4WpqSkCAgLg6uqK27dv48SJE2JxRNkswklZCBMTE5YHr6enJxcfvWbNmnj06BE0NDQQGhqKd+/eITo6GgUFBTAzM4OKigr8/Pzg4eEBQGB/+uzZs/jw4QMsLCywefNmaGlpcfLU1NTkfKjU1NSQn59f5S9HUVERli5divv372PatGlo2bIlJ3z48OHYsmUL517nzp1x8uRJPHz4EA0bNpSYb7du3XD06FEAQE5ODt68eYMPHz7AyMiItQPv4uLCTlL/VaSkpCAxMRHR0dHg8/nw9fWFgYEBLl68iM2bN+P9+/d4+/YteDweli9fjilTpgAApk+fjmXLlnHyUlJSQmlpKYYOHYpt27ZVWLa6ujoKCgrYazs7O/j4+MDFxQW5ublYtGiRxHSnTp1CZGQkJk6cKDXvsWPHYu3atXL0wOfj3r17uHDhAuLj46GjowMDAwOEhYVBRUUFu3fvrma5/JuoRYsW1KxZM6pXr57MeJKsIoqSvb09bd++nebMmUPBwcFisusVsVn++OMPzhYxMjJSLM6aNWvEtpKbNm0iIyMjql+/PjVs2JBWr179JTtTqdi2bRtbDw0NDTGln5s3b5KZmRk5OTmRpaUleXp60qVLl+j69es0bdo06t69O7Vs2ZLq169Pvr6+tH37dnr//r1EiQwh3bx586u05UfC9evX2f7Q19fneOjJycmR2G9+fn5snAcPHpCJiQkZGhqSqakpyy6xsLCgTp06kYuLi0wjc3p6elLdNAYEBNDQoUOlSo1J0t/Q19cnNzc3Vnfja5t3CA8Pl9q2Bg0aEKo9Fn19CFcQsmBra4uoqKgvLkvSVh4Axo8fDz6fjy1btqCwsBC5ubky84mMjBSzz1yzZk3Wk0tFNqKFB31C2NnZ4fLly4iOjgYAaGtrIygoiA3n8Xh49OgRCgsLcfLkya8u2TFw4EBoamoiOzsbzZs3R0lJCe7cuYNLly7h1q1biI2NRUFBAWxsbPDw4UNERkbK9Fqjra2NwMBAjuel8vhSu9r/Bpw5c4b9n5GRgcTERNjb2wMQSE2FhITg8uXLyMrKQkFBAfT19dG1a1ds3LgRhw8fxosXLyTucOPj41FYWAgvLy8oKipydpjCw0+GYaCioiJ19ynJk9eYMWPg6uoKJSUljB8/XmI6MzMz7Nixg/V89DWRkJAgNayiOUYU3x3LRVlZGSUlJf9Edb5bqKiooLi4GA0aNEDXrl1x+/ZtnDt3DoC4FEvHjh1hYWGBp0+f4uHDh1BSUoKFhYXczitEsXr1avTq1QuPHz9GVFQU0tLSwOPx4O7uDg0NDTg4OKBOnTps/AcPHmDatGkoLS3Ftm3b4OTkJJZneRZHaGgoy6qpKpSUlGDmzJk4ePAgzMzMcPr0adSsWRMA0LVrV4lsKkDwcSsuLoazs7PEcC0tLZw6dQotW7YEEeHTp0+4evUqwsLC4ODgAE1NTbi6usLGxqZK2/OjIj09HXFxcbC0tGSdlURERGDQoEEICQlhxQFDQkLQsGFDuLi4cEQPbW1t0blzZ+Tl5WHr1q1QVVVFUVERG14mvgdAwLITlVASYu7cuSguLoa+vj4yMzOhrq6OWbNmQVVVFYDA7SERQUtLC9u3b0d0dDTi4+MRHh6Oly9fQltbG0lJSSz/fcCAAdi9e/dX6S8AICLcvXsXaWlp8PT0hIqKCtTU1KCkpITQ0FD0798f6enpyM3N/bFYLgoKCl9kXvbfSs2aNeM4opVEKioqFVqQ8/Pzo/79+5O/vz/VrVuXVcSwtramw4cPswovksjb21viNlHUoFHfvn0lxnn69Ck1bNiQ2rZtS9OmTZNodOtLceHCBU59Z86cyYbdvn2bPD09yd/fn+rXr0/29vZUt25dmj17Nocdk56eTps2baLffvuNHj9+TK9eveKo9oeGhnLK+K8oBn0p2rZtKzaebty4QUQCuyy1a9cWCxfaISoveVW7dm1KSEig9PR0Onz4sExzF6NGjaJevXpRnz59pI5rafONsrIy1alThzp27Mgxy/s1IMlaaXx8PKfvNmzYQPjRWC7Cr7c0lD/w+K9Amrw5ALi5ueHFixcSnS2Xx7Vr1zjXwm1kbGwsDA0NZTqYLs9mEeLVq1cICQmBmpoaGjduLDGOp6cnQkJCKqzfl6Bt27a4e/cuoqOjoaWlhbZt26KkpAT79u3Djh07EBkZiZycHCgrK2PdunUYMWIEJ32LFi1w69Yt9nrmzJliB2ivXr3iXMuSg66GAESE3377DdevX0dpaSkyMzPh4eEBDw8PLFu2DIcPH+Yc4AthaWkJc3NzaGpqgs/n4/LlywAEDpoDAwMRERHBshaljc0NGzZwrjt37owGDRpAQ0MDSkpK+Pjxo9RDUldXV1y6dAmGhoZf0ny5EBYWJnYvOjoa5ubmrDCD0Hm2XJBn1q8qwhesVCvjdedHJQUFBTI0NKTx48fTqFGjKoxvZ2cn1+pDQ0NDqtXHVq1aUVFRESUlJdG1a9do/fr1NGXKFJo7dy6dP3+eHj58+EM6b54zZ47E9o4YMUIs7rRp0zirwMuXL0vMs7i4mCIiIqSaAKiGQN58xIgRYmNz7NixbJzyq3YHBwcaNmxYhX4ShGPa1dVVomXEwMBAunbtmkzPYAoKCrR48WIaN24cNWzYkBMmuhM+fvz4P9JffD6fkpOTKSkpibMj3Lx5MwECG0pl+g7Vtlx+VLK1tSUTExOOz8XypKioSK1btyYbGxuZeQ0ePJjatGlDTk5OHOuPzZo140gmSKI///zzKw3jr4+YmBj6+eefqVu3btS4cWPy9vamfv36UVRU1Leu2r8aZ8+elTiWgoKC2DghISHUrl07atSoEdnY2LATee3atenEiRO0fft2+umnn6hevXpkbGxMNWrUIEdHR9bHpii5u7uTgYEBAaABAwYIJUIqJEmLHHV1dXJzc6PJkyeL+bitaoiaixbSqlWr2DYJbdE0btxYaJjuv6NYZGBggPT09K+R9XcNBQWFCllVonB2doaxsTFu3LgBQCA5U14lXhTHjx/nSKz8KMjIyMCWLVtw5MgRREZGwtfXlyOFIURERARq166NU6dOoVOnTt+gpv8+pKam4uLFi0hNTUVpaSkrgaKsrIz09HS8fPkSISEhiIuLY9MsWbIEo0aNwpgxY2QeQMbGxsLPzw/v37+vVJ38/Pzg5uaGtLQ01hTEjRs3kJubi507d+Ldu3ewtLTEpEmTvppdlvLYuXMnhgwZwrnXvXt3VtehU6dOiIuLQ3p6OkxNTfHgwYPv+1BUHnOvCgoKlTYLW1lSU1Ojdu3aVcqU7Neg1q1b05o1a2SuyiWRrIMdaQelCgoKtHXrVrp79y5t3LiRpk2bRj/99BN17tyZRo0aRbdu3eLYNSciev/+Pbm5uVGNGjXYQ63vFU2aNBFrrySHGR8/fqTWrVtTaGjoP1/JfxnevHlDJiYmYmPt6tWr5T3viNGAAQOIiGsKV1SmnGEYGjVqFOXn59OdO3do2bJl5O3tzclj/PjxMv3tNmrUiLN6v3z5MnXt2pUT5/Tp09+0Dx8+fEjKysqkqKjIea9btGgh9wr9mx2KSrJ2Vh6VWX1Kg7OzM/Lz85GcnCxRzKmwsPCrGtqRF1euXMGbN28qPOCsWbMmNDQ0WNl2krDDcnBwgJmZGRISEhAbGysmBsrn8zFs2DCpZQQHB0NPT49zb926dXjx4gUAYMGCBbh69apc7foWWLduHdasWYOioiIUFhayxsMKCgpw+/Zt3Lp1C+/evYOysjLWrFkDFxeXb13lHx7r1q2TaBVUSUkJixcvhrKyMvT09FBYWIjU1FSkp6ejqKgITk5OmDVrFgBg6NChaN26NW7cuIG4uDgEBQXBwMAA6urq6NKli5hVSz8/P5ibm2Pfvn1Ys2YN9PX1pdYvJCQEZmZm6NevH2rXro1mzZrBwsIC2traMDQ0hL6+Ptq0aVO1nVJJ7NmzByUlJdDU1ISlpSUyMzOho6MDb29vqXoo5fHDslz8/f0RFRWFmJgYiZPaP4nKsj4+Bw4ODnj37l2l0wlNEmhra8ulAKOjo4O3b9/C1NQUgEDNPTExEYaGhoiLi0NeXh48PDygqalZ6bp8bWRmZmLbtm14+fIl3NzcMGHCBCgoKAAQsI+Cg4PF0rRv356V8a9G5UFECA8Px4sXL3D37l0kJCTAyMgIhoaGUFVVxYMHD1j2hpaWFvz8/FC/fn1MmjSJlQ0HBCYbRK1cAgL7OYmJiSAi2Nrain0whHZVkpKSKqxnv379sGHDBmhra1dNw6sYz549Y20hCfU/eDwe8vPzYWpqinv37n3fLJeKqCqdJksjebwKfW0aPnw4jRgxQqYPUIZhyMXFhVxdXcnFxUVqPA0NDTI0NJTad+rq6nTw4EFavnw5DRgwgJo0aUIODg5kZ2dHAQEBdPDgQYqOjqYePXpINCEgTfrje0FgYCCnvmfOnGHDXr58yW7jhb8GBgYS/ZtWQz6Ul/8XUo0aNej169cyx315h8qlpaXUq1cv9vlYWVnR2LFjicfj0aNHj2jYsGFUq1YtsfEuS9JLSImJid+oh+TDjBkzpNZdRUVFKLVTLeXyI5ClpaVUj+OVpfr165ONjY1MX6aiVLduXY4I2cOHD+ny5ctS448aNerrjuwvRFhYGI0aNYomT55MGzdupIKCAsrKyqJ9+/ZR//79qX79+qxJ3Xnz5onZealG5VBeokTol9bc3JxKS0tp69at1Lt3b/Lx8SF3d3dq06YNjRkzhhYtWiTmtzUzM5Nu3rzJKtUI8euvv0oci1paWlSnTp0Kx7g0hbfvBdnZ2RIXcwoKCtS9e3dWEU/eCf27YblIc8zwX4S3tzerbn/06FGZHosArgeWzzWd4Ovri2vXriEhIQH37t1DeHg44uLiwOPxYGtrCycnJ3Ts2JGzTf5ekJGRgWXLliEmJgYjR45kPdvcuXMHzZo148QVSkTVrVsXL1++/Aa1/fcgPDwcq1evRmhoKPLz86GmpgYFBQV4eXnBzc0NgwYNkujNqTxOnjzJkaZ6+fIl6tatC0Bg2kISS6yi+cLCwgLBwcFYsmQJoqKi8PTpUxQVFcHa2vqb88qFSE9Px19//YUdO3bg4cOHEuMcOnQIPXv2BMMwPzbLpapJSUmJXF1dycvL6x9h51REOjo6FZo66NWrl0zpG2E7KlL719fXp7Fjx1Lr1q1Zmd3K0OTJk7/S+qRq0L17d7auderUYe/HxcWxquWiz1xVVZXWrVtH+/bto3nz5tGoUaNo0KBBNHToUNZfZTVk4/z582Ir8/I0YcIEufJ6+/Ytq8Lv5+dHu3fvphEjRpCnpycn7w4dOlBISAjt3r1bzCyAKNWsWZPNOzMzUyz8e2AdHj16lFWWZBiGNDQ0ODvrGjVqUKtWrVi9CfxoK/QK0sn8GhsYGMDW1hYqKiqIiYlBSkpKlRv4Etbhe9lJODk5sWrDlamTs7MzHBwcQEQ4ffq0XGl27NiBwYMHf3ZdvzaioqKwfft2KCoqomPHjvDy8sL+/fuxf/9+PH/+vFI6CgzDIDk5+R+xsPcjo0ePHqzMdN26dfHq1Svo6Ohg+PDhUFVVBY/Hw+jRo2FiYiIxPY/Hw549e3Dw4EEkJCSgZs2aFTo98fT0RL169XDixAmJruKEbhYDAwM5Y3vv3r34+++/oaKiAicnJ4wbN+6b2q2/efMmu4vs1q0beDwe0tLSkJ2djYKCAujp6WHr1q0ct3zyrtC/mwldmvU0IbS1tVFcXCwzzo8OX19faGhogGGYCiUvgoODUVhYiPj4eDx//vyzylNSUsIff/yBJk2aIDo6Gnfv3kVoaCji4+NRp04dmJubo3HjxmjTpg327t2L1NRUpKWl4dOnT7C0tMSCBQtYZ8nfE9zc3DjsFEtLS44iiyzUrFkTUVFRX61dxcXFiI2NhYODw1fJ/2ujtLQUN2/exN27d/Ho0SOUlJRATU0Ntra28PDwQFBQkJhzE0no06cP/vzzTwBA48aNcf/+fdjZ2VVaaUgUHTp0gK+vL4YOHfrd2topLS1F586dcf78eZnxJk6ciFWrVrHX1SwXEVJTU/su2CyQgz3Stm1biRbq5CFFRUXS09MjbW1tAgTOLLy9vWVK80hj+9jZ2bHbw06dOkmMs379+irchFYd1q5dSwDIyMiI0zfDhw8nPp9PRUVFlJ6eTlFRUXTnzh06fvw47d27l44dO8bxG1pZvHjxokLTAmvXriV1dXWKiIj47HK+FV69eiVR0e/MmTPk6+tLAGjQoEEV5lNUVES//PJLhePZycmJgoKCaOnSpZSVlcW+FxoaGgSADA0NOQIFd+/e/Qd64fMRHh5OPj4+BAgEEmxtbalOnTrk6OhIhoaGLMvFzs6O7t+/z0mLaimXfxe1a9eOAgMDJWrjiZKuri7NmjWLvVZWViZbW1v2WmgjoiLy9/dnB1NUVBSNHDmSZs2aRdOnT6eJEyfSokWLKCsrizPoSkpKKCEhgYqLi7948FcVcnNzKTExUaKmaFVj0KBBdPDgQZlxsrKy6ObNmz+khM2ECRPY8WFjY8MuFJKTkyksLIzmzJlDHz58kJr+06dPNGrUKHbBIRyv8miD16xZk40vet/S0pL9/601fvPz8yWKUYpqwAICUeXjx4/TvHnzqF+/fhQYGEgDBgygxMREKikp4eSZk5NDf/zxh9wT+jdjuZQ3Xv+toKqqitLSUrk0V78GmjRpAmdnZ+jr6+PQoUOIjY2VGM/IyAhr165FcnKyTN+HohIv0uDi4oLDhw8jISEBr1+/Zp1ZqKiowM7ODubm5ujatSuICFu3bsXLly/x8OFDxMfHw8jICLdv34a1tTUnz9OnT6Nz584ABLxOoSOC/xKEnmWUlLgK2CUlJVi+fDmuXr2KevXqYf78+XJJf3xPSEpKwokTJ3D16lXEx8dDTU0NtWrVwujRo2FkZAQrKyuZ6YkInp6eeP78Ocd5uahTc2mQNaZbt24NDw8PdOzYEc2bN/+8xlUR0tPT4erqKqboNHv2bCxcuLDC9G3bthUzY52eno7FixdjzZo13y/L5Z9yZOHo6PjNVtTCNjZt2pRWrlxJ5ubmMuP37t2bgoODK12OtrY21ahRg6MIZGVlJVVRSSiHLY0WL17Mrg7atGkjMc6xY8fEVidhYWGs04yv5S/0e0R6ejr17t2bDA0NaeLEiRJX3jt27OD035w5c75BTT8f9+/fZ+suZHcAAkcM+/fvJzMzM5krcyEGDBjAyUea4xYdHR1yd3fnmMxmGIZUVVVJX1+fzM3N2Xf7e5Azz8/Pp6NHj9LJkyfFTE3z+Xx2x1yzZk2qVasWqaiokJ6eHqsoaGdnR15eXrRnzx6pZeC/znL5XrwfKSsrV2jiVho1aNCA/P39ZZoEVVdXpx07dtDt27fZ7Z6SkhI5Ojqy/Pryhoxk0d69e9lBFB4eTmPHjqVJkybRgAEDqEePHrR48WIxr0MZGRkcp8D/JRw6dIjTf0lJSWJxcnJyaO3atbR69Wpav349paamfoOafj4mTpzIts/e3p4AULdu3YjP51N+fj6FhIRIZSHxeDzasWMHubm5sXnUrFmTIiIi6NKlS1S/fn25x6a5uTkrxquvr08AqE+fPv9wb3DB5/PF7KqLjoFPnz5x3ucuXbpQcHAwde3alfr27UtPnz6tMP/bt2/LPaFXyHJhGEYNwC0AqgCUABwjorkMw8wDMBSAcL80g4hkHt1+LfO5lYWOjg5ycnIqtL9ibGyMlJSUKi/fzMwM1tbWUFRURHFxsVSlAkBwct+7d2+sW7cOjx49khhHKK4lC6qqqjh69ChcXFwQHR2NV69eITY2FhkZGVBXV4eCggJ8fHzQp08fvH79Gvfv30dmZiYSEhKgqamJWbNmSZT82L59O4YOHQoA2LJli0yjX/82JCcnIzMzEwzDQFFREYaGhtDV1QUgYL8cOnQIL168QLt27dCyZctvW9kvQHR0NM6ePYu3b98iLS0N3t7emDBhglyif7169cLhw4cBCJxFi3oaksfTliQIx6qvry8mTJggZkjun0RRUREaNWqEZ8+esfciIiJYKaarV6/i4MGD2Llzp9Q8Pn36xI6b8iAi7Nq1C0OGDKkalgsABkCNsv/KAB4AaARgHoBJ8nw16Bus0L81aWpqyn0A+TkkZKkIV+E6Ojpiti6E5OzsTGZmZhLtswCggQMHsiuC1NRUiXEWLFggcQXx4MED0tLSIktLS3r48KE8i5ofHkVFRdSxY0dO/yxfvpwT58CBA5zwe/fufaPafj62bdvGacO2bdsqncfOnTsljictLS0O+wYANWzYkJYtW0anT59mnT0AAqUwXV1ddswzDEPR0dFV3+BKIj09nXbs2EFz586l8ePH0/Lly+nOnTvE5/OppKREokMO4Turr69PampqNHz4cCoqKqqwLHyNQ1GGYTQA3AEwAkA7ALlEtEp2Kk76r7pC/16Ufr4E1tbWyMjIAJ/Ph7KyMjIzM2XGHzNmDH7//Xf22sHBAVZWVtDT08OxY8fkKnPw4MHYsWMHAMEHft++fbh27Rr09fWhoaEBFRUVDB8+vFrZpgxPnjxBvXrii6Xi4mIoKyujtLQU6enp2L17Nz5+/AgTExNMnDiRPSwtKirCsmXLkJiYiJkzZ1Z4oPgtQETsTlaIlStXYtKkSXKlP3ToEJYvX47w8HAUFxdXSuigZcuWSE1NRWZmJpKSkqCnpwcVFRWkpqaipKQEpqamiI2N/abKQX/99Re6desmNVxUpt7W1hbKysqoUaMGCgsLoaSkhBEjRuCXX36Ru7wqVSxiGEYRwBMA9gA2EtHUMpbLQADZAB4DmEhEnySkHQZAuA/3lrcBVQ1FRUUwDMNKIvzTGDNmDD58+IC0tDTk5OQgJyeHtWkuCX/88QeuXbsmc1JWUlKS2B5FRUUoKSmhqKgIzZo1w+7du/Hp0yeEhYWxddDQ0IC6ujosLCxYZZCIiAhcv34dt27dQkhICAwNDXH69Gkxbb81a9ZgwoQJACQ7VP43IysrC8nJyYiLi0NxcTG0tbWhp6cHCwsLaGlpYf369Zg5cyby8vJQo0YN+Pv7Y8+ePRxFl86dO7OajOW1Gr8npKamIiQkBCkpKbCyskLLli2hpKSE1NRU3Lp1CxYWFmjYsKFYusuXL6Nt27YAgObNm0NBQYH1kiWPqelatWrBw8MDWlpa0NbWRlFREXg8HoyNjeHi4oIOHTp8UzYLAKxatQqTJ0/+7PR2dnYSHWRLw1dRLAKgC+A6gLoATAAoAlAAsBjATjnSVznrwdjYmHx9fSuU3vhapK+vT1ZWVuTh4UFNmjQhc3NzmjBhAhkYGEh0eis8nf8cT0yqqqqkqqrKsfnQokULmYeuxsbGEg+IlZWVKTk5md3SpaSkSEwvSa5aaJFRUVHxH3Om+63B4/FoxIgRYv2zc+dONs6JEyck9uHPP//MyWvfvn1kYWFBPj4+tHv37n+6KRWCz+fTvHnzqF27dmJWEYmIw9q7ffu2WHhERASZmpqK9UO9evVo0KBB7JiVZI+lV69ecrEgvhUePXpECxYsoJkzZ9KkSZNo2LBh1KNHD+rcuTMNHjxY6F2IzM3NydTUlGWJqqqqkoGBAdWoUYPMzMxo7dq1lSoXX0vKBcBclOOdA7AB8EqOtF9tYmUY5ovc1TEMw06M9evXJ0dHR2IYhnR0dKh27drk6elJKioqNGHCBKniVp9jX120zsrKyjLzqF27Ni1atIiePXsm9rFwcXGh4OBgqVqdktorehrP5/Np06ZN1L17dxoyZAgFBQXRtGnTKDs7u7Jj/rvBggULCAAtWrToi/N6+/atxH50dHQkIoG3+9u3b1OzZs2odu3a5O/vTyNGjKAFCxawEkC7du0id3d3cnNzow4dOnAkir4nJCUlse2TVMc7d+5Qhw4daPbs2VIn39u3b1Pz5s3FxHU1NDQ4Z0tdunThhEs7q/mnwOfz6eHDh7RgwQJatGgR3b17lxVFXLFihcx3Sl1dnczNzWn16tWs1E9eXp6YVNjnoMomdABGAHTL/qsDuA2gIwBTkTjjARySIy9OB8irji/L+cO/jUS1OiWRqK/F8qSiokIMw5CKigqtXbuWHj58SNevX6ddu3bR7NmzadKkSTRt2jSaN28ePXjwgDNg8vPz6fLly/T27dsvHnz/BMLDwwkA9e/fX2ocf39/AgT+Wr8E2dnZdPfuXdq5cydNmjSJli5dSocPH6bHjx9TZmYmPXv2jBXnEx2ztWrVotWrV1NRURFt3LhR7HmpqqoSj8f7orp9LcTFxdGzZ8844ohRUVG0cOFCqlOnDtnY2Ej1wVlSUiL1AL48CXePnTp1oidPnnzT/igsLJRaz/nz57PjSRpNnDiRk1/Tpk3ZsLFjx35R3VCFE7obgFAALwC8AjCn7P4+AC/L7p+GyAQvI68qnfxkmdAEBB8MeZ09/FtoxIgR1Lp1a/Lx8SFHR0dW2UdIO3bskDhgOnTowMb59OnTFw2+fwJJSUnk6elJa9askRheVRPDixcvpPa1kZERLVy4kDVJrK2tLZG9NXToUDp58iTnXq1atWj8+PFsOfn5+XTjxo0KbcF8K2RkZIi1q3PnzhLjlpSU0C+//EKmpqY0cOBAysnJoWfPntGff/5JixYtomHDhtGwYcNo9OjRNG3aNDpy5Mh38WHj8XjUp08fAkAODg4cKRwrKyuOohMg+CDb29uzzqmHDRvGyU+4Q5T13skLfK+KRVpaWj/UJFv+IVYFSdpxSNuFWFhYUL169ejAgQN07969Cu2ZV7SKmDRpksQB8+jRI2rWrBnt3Lnzh7QzIkRMTAw7vrp160aFhYVflN/MmTMrfJ7dunUjQGDD2s7Ojpo0aUI9e/ak8ePHU+PGjcnKyopq1KhBhoaGZG5uTvXq1aMhQ4awSiUPHjzg5Pc54oFfGzwejzZs2EDt27engIAA6tGjh5gBKWlYvXq1xH77HkQ5CwsL6dy5c3Tw4EF69eoVpaenU0xMDK1YsYKCg4NZlpGvry916tSJWrVqRd7e3uTg4EDm5uakp6dHenp61KFDB0pJSflq9ZR3Qv9uzOdWQzZMTEyQk5OD/Px8ieEMw8DDwwN37tzB6dOnkZWVhYSEBKSmpkJBQQEKCgqwtbXFoEGDoKuri9zcXERERCAyMhJFRUXo0qWLXGZPv3dcvXoVrVq1AgAYGhri7du3MDQ0rHQ+JSUlePToEXg8HkJDQ8EwDFRUVMDj8aCvrw8ej4fly5eLeT1iGIaVzlBSUkJMTAw8PT3h4OCAV69eISwsjCPlMWHCBNjY2GDMmDHsvUGDBnEUUUpKSpCVlQVdXV0xOzE/Alq1aoWrV6+K3d+4cSNGjhz51cr9+PEjbt26BSsrKzRo0AAMw4iFe3l5ITExUWoeXbt2xYABA9CpUyfk5ubizJkzePToEbKystC/f3+0aNHiq9VfFP9587myeM0/GkkzY2BhYcG5NjExkajMpKSkxOGNl5aWisWRx+zpP4WcnBwaO3Ysbd68+bN2C8XFxRQfHy9mV0NeJCYmkqenp1zPJjAwkDp16iRTykqWgpmXlxfNnj2bNm/eTC9evBCztvfixQsOa9He3p4aNmz4w5x1CFFYWEgfP36kmJgYevfu3T/C1qtbty7bb6I2ioRIT0+X6REMAB04cICN37hxY06YgoLCP2ZZFN8ry+VHIFHznlVJ5TXjpJG1tTXZ29tTv3796OrVq9SvX78vLlvU1gqfz6eVK1eSg4MDNWnShAIDA+nJkydfaShWHqLSBJ9br9LSUpkfg+fPn4sd3PXv3594PB7Nnj270v2rrq5OTk5O5OvrK/YxYBiGtLW1ydbWlho1akTt27dnD8zKS2aV56FLM9jWrFkzudr5PYDP59PMmTPJxsaG3r9//4+Ve+rUKerbty/16tWLY38+Pz+fhg0bRs7OzuTj40P9+vWjX3/9lYYPH07Dhg2jIUOGsHNAQkICm+7ChQvUsmVL6tevH/Xu3fuL+eKVgbwT+r+K5SKP0sL3BHk0W42NjfHp0yeZLvUsLS0REBCAtLQ0xMfHs+Y769WrBz09PXTq1AldunRBfn4+3r9/j9TUVBQUFKBu3bpiZnClITExETk5OXBwcICCgoLEOHv27IGioiJ++uknufKUBKFXqps3b0JDQwP+/v6c8GvXruHIkSMwMTGBv78/6tevL2ZjZsaMGVi6dCn7f/HixWLlrF27FuPHjxe7f//+faSnp2PXrl2s56K6deuiadOmMDMzw6VLl7BmzRqJCl2GhobQ0dFBQkIClJWVsXz5cjAMg3fv3uH9+/dsHzIMg8LCQkRHR4s59T569CirgZiZmYnY2Fg8ePAACgoKMDY2hrq6Ong8HpycnLBmzRps2bIFRAQbGxu0aNECs2fPhqWlZeU7/iuCz+dDS0sL+fn5OHz4MHr06PFF+RGRGPtENOzly5cwMTERU4grLS2FkpIS63jawcEBsbGxYjZlatasCWdnZ2zYsAF16tT5orpWFf6VLBdlZeXvRoTxW1pztLOzo23bttG4ceNkxqtbty77hX/27JnEOBkZGbR69WpasGCBVHnZiIgINv64ceOkriL+/PNPOn/+vNTw8uwEUcTHx3MkbRQVFalLly4cs6x//fWXxDaU9/4jepA5e/ZsTlhaWhr9+eeftGvXLlq5ciXNnDmTZsyYQQsWLBCzmidKCgoK5OXlRYBAtHT+/Pm0YsUKmj59OvXu3ZtatGhBTZo0oeDgYAoODqaffvqJunTpIlHpq169epzrCRMm0Nu3b9kD3OzsbOrbty8njo6ODsXGxlJeXh5t2bKFY72wPCUmJkrt528FoaeoL0m/aNEi9r0bPHiwxAPvPXv2sP3w/Plz9v7ChQsJAF26dIkCAgKk9p2qqup3aTkUPxLL5XswdWtgYEB9+/aVqN1Z1SSrvYGBgXTu3DnasWMHqaioSP2ABQYGkoODg9h9fX191ouLm5sbOyAyMzOpffv2pKurS1ZWVlSrVi1asWIFbd68mU07d+5ciYMpNzeXRowYQR4eHmJuvkpKSujgwYP022+/UUZGhsT0f//9N6eOzZs3p/z8fE4cobhYeWrRogURCVgLr1+/pqCgINLV1SU7OztSU1OjoKAgys3NpcLCQlq0aBF16tSJevToQSNHjqRly5Zxtsx37tyR+XyNjIxo9uzZFBgYSFZWVqShoUGqqqqkpqZWoYiskH7++WepYUJeevv27Wnt2rViLB81NTU6deoULV26VGL6zp0706JFiyTW293dnTw9PWny5MmcifPJkye0atUq2rhxI92+fZtycnI4/Z6RkUHBwcFkaGj4XbjFe/nyJUeDWYjnz5+LtVuSNFBUVBR16NCBxo0bx/Go9ejRI6pXrx5ZWFhQ48aNOecadevW5Xwgv8QN4dcCfqQJ/UcnbW1tMjAwIC0tLZmanvXq1aNz585xLMlJm1iAiuXs27RpQ/b29mIKWi4uLtS5c2fWJRefz6fY2Fi6evUqXbp0ibNSLigooB07dtCmTZvEXvabN29Sp06dqF27drRp0yYxWeHS0lJW1RkA9evXT+Jg7N69u1jdRS0zfvjwgU6ePEl9+vShfv360fTp02n9+vW0ceNGio2NpYsXL7Ku99TV1cnW1pZ8fX3p1KlTRCQ4BG3UqJHUfhJ+qKRZvwNAN2/epNOnT3P6cNSoUTRp0iS5tW8B0OXLl+nmzZu0bNkyWrZsGY0ZM4a6d+9Ofn5+1KhRIxo0aBAlJSVRbGys2CpcWO7Ro0dp5syZ1KVLF5owYQKtXbuW9u/fTwkJCXT79m3WFjggWFF6eXlRYGAgLVmyhK5fv87y1GWdBQhFBs+dO8feW7lypcTn90/y6GfNmkVnz54Vu8/j8ejYsWO0dOlS+uOPP+jo0aNiK3Qej0chISESPwhCP7Pq6uqkra1NxsbGVL9+fbKxsSFdXV1yd3enoKAgunz58ldr25fgXzGhKykpyb16/xry4qLk7OwsM7xOnTo0efLkKivvS0zvjhgxgh0IQo1KURo4cCAdOXKE2rRpQ5MnT5Z4Uv/q1SuxdJMnT+bEKSoq4pz8l2dv8Hg8evbsGd25c4fOnDlDd+/epYiICNacAI/Hk9hnenp67OGZNFYR8H8N0Pz8fDENW9HDRhcXF5o7dy799ttvNHr0aBo/fjwtWrSIfvvtN3Z8hYSE0JEjR8TyEH6gtbS06Pjx43Tw4EHq0aMHeXl5kbe3NwUEBNDkyZNp2bJlFBISQqmpqbR06VLq1asX2dnZsfXo3r072y+irCNdXV36888/KSoqisaPHy/WRkVFRQoICKCkpCRKTU1lx8Xw4cOpa9euUrWtb9++LfGDIaQzZ87QoUOHaNu2bXTgwAGKiIgQm7iTkpJY588qKipf9eC8uLiYPn36JFUyKTw8nCZPnixzF+Hn58e2r7yMe0WLqFWrVlVpe6oa+N4ndHV1dblV/782ybudlkVV0ZYpU6bIlLCRFCaJhSCqZpyRkcHyfgEBa0mUzQKANm/eLDaAMjIyqEePHlS3bl1q164dNW3alP7++282/MWLF/T777/Tnj17JDpgLiwsJA8PD045Xl5eHHaA0MiXJHrx4gURCXjeTk5OBAg+8DVr1iR3d3fq0qULnTx5kl6/fk1jx46lX375hQYMGECLFi2itLQ0KioqosDAQJnPV/SZnT9/nqKioignJ4eWLFlCXl5eZGpqSgYGBhJtBKmrq7NKXlZWVmybmjRpIrEsd3d3Ns7bt2/JysqKDXN2dqawsDCZY8Pb25uKioo4z1JIZmZm7DMCBAbZGjduTB06dKCBAwfSggUL6OLFi+wOKy4ujqytrTl5iH5whCi/s1q3bp1YnC8Fn8+nqVOncsrZv3+/WDzh2NfT05Oa1/r160lDQ4OCg4PZc4Ti4mJat24d/frrr9SxY0fy9vamunXrijmbXrZsWZW3rSqB/6KUi4Ty8LXbp6amBlVVVWRlZUkMNzU1xc8//wxfX1907dpVajw9PT32FF5oolQS3NzcYGdnh/j4eLx584Z1tgsIzOkGBARg3759UFVVRWRkJMLDwxEREQFbW1v06NEDCgoKICIcP34cUVFRMDAwQHBwMMe868mTJ3H27Fm0atUKvXr1EqvDrVu3OAoVP/30E/bt28eJ8+jRIzRp0kRMOufhw4eoX78+AKCwsBD79+/HlStXUKNGDVYywc7ODm3atMGCBQuwf/9+KCoqQl9fH/r6+jAxMcHYsWPh5eWF48ePIzg4WGI/tW/fHufPCxxoBQQEICwsDDExMZw4kyZNwqpVcpvz58DDwwMaGhq4d+8emjVrhlu3bgEAXr58iY0bN0JDQwPp6emsQtAvv/yCxo0bAwDy8vKwdOlSbNq0CRkZGejSpQv+/PNPrFmzhpVoMTQ0hIGBAbS0tJCZmQlTU1MsXbqUMy5UVVVhYGAABwcH2Nra4sqVK+DxeEhMTISrqyv4fD5ev34tVndfX1/WnK0Qjo6OCA8PZ6/z8vLw5MkT7N27F9ra2nB2dkbPnj0rpXxGRBg1ahT++OMP/P3336zClyjS09PFFL/K1wUQjJtjx46hW7duaNCgAQDg1KlTmDBhApSUlGBvbw8vLy+MHTuWzS8/Px+tW7fGvXv3oKurK+ZbwMnJCaampmjcuDFmzpz5XTvu/ldKuXyPFBQUJFW1WUjyWmGUR4LH1tZWIjumTp06lJeXR+np6VLTzps3j/7++2+6deuW1JXA77//zkkjyQtReS805XnnJSUlFBcXR5cvX6Y1a9bQ4cOH6c6dOxQXF0dEggPaXr16kbGxMZmampKzszMdOXKEk8dPP/0ksx/+/vtv1vmuJDIzM6PAwEAyNzcnKysrql+/Po0cOZKOHj1Kb9++pfnz58t1AD59+nR68OAB/fXXX3Tw4EHaunUr9evXj5o0aUItW7akMWPGcA5ew8PDaf369TR9+nTOfSE+fPjAyX/27Nnk4+PDXisqKlLNmjWpa9eu7OGcqGEvU1NT0tTUZFlF0saMqampVOujVlZW9Msvv9CoUaNox44ddO/ePfYAkcfj0axZszi7l/LemOQFn8+nZs2aEQDauHGjWHh2djZFR0ez7K7Lly/To0eP2LqkpaVRu3btqEaNGmRsbEwLFy5k075+/ZqtX/n3ISYmhoiIEhISWDMQQjO2oiRpV/K9At8zy6UieyRfm+RV8PknqGnTptS7d2+x+xW9sIBAM1ToZFdLS4uKioooNzeXoyEnnCQsLCxo7Nix7L2rV69KHDjCA8j69etTcHAwOwkL8eTJEzp+/Dilp6dLFEO7d++exJdH1P6zNN6uqFsxUcfEwjEjtMOtqKhInp6eFBwcTL1796bg4GBasGABHTt2jLZt20aGhoZy97+9vT3Z29tTvXr1qF27djRy5Eg6efIk3b17l6PkExYWRnXq1OGkPXr0KKft796944QHBgaK9U96errcjpE9PT2JiOjs2bNyxa9VqxY5OjqSra0tOTo6UuPGjal79+60fPlySklJoX379klMd+bMGbZ+klzGSdKy/FLs3btX7IPavHlzjgZsedO6AGjWrFn0+vVrSkxMpNq1a4uF29jYUFRUFG3btq3Cw2xRKbDvHfivslwqcj77pWwYe3t75OXlQUFBAQkJCRLjaGpqonHjxhgxYgT++OMPiXYshHB2dgaPx4OSkpLE7bEQfn5++PjxI6Kjo8XsuRgbG2P9+vXo0KEDIiMjERYWhrCwMKSnp6NRo0bo06cPAIEHmuXLl0NXVxfdu3eHr68vkpOTceDAATaOLJw/fx4dOnQAAIwfPx6//fabWJwWLVqw7IfyyM3NhaamJq5du4b58+eDYRhYWFjA2NgYzs7OGDhwIOLj4zFkyBC8f/8eCgoK0NXVhaWlJTQ1NREdHY2QkBB4eXlBS0sLkZGRUp9B//79oaGhgYiICERFRYmxW4QQsnOICHw+HxkZGbCxsUF0dDQnXvv27XHhwgXOvefPn8PNzY29LikpwdKlS/Hy5UsYGhpi8ODBLHupPERZDerq6qhVqxbMzc1hYWEBIyMjZGdno1evXmjRogUyMzMxfvx4REREQFlZGRoaGlBSUkJWVhbu3bsHZWVldO7cGR8+fEBeXh4KCwtZdo8oy0tTU5PDohPC3t4e7969Y1k0Q4YMQV5eHtzc3NCyZUsMHjyYY0OmoKAAKioqUFRUlNi2S5cuISAgAABw+/ZtNG3alBNeWloKXV1diXVp164dli1bxrpv27JlC3g8HqKiomBoaIgmTZrg5MmT0NHRgYmJCR49eoSioiKUlJTA0NCQdXj+7t072NnZwdTUFIqKiigpKUF+fj6Ki4vBMAxsbGwwZcoUNG/eXGIbvjdUs1w+k5SUlCrciru4uNCJEyeoc+fOMqVwvtSLkuhKTtbWuiLrla9fvxb74l+4cIEN79Kli1yrhC1btrBppMmsx8fH086dO2njxo20c+dOOnToEJ0/f57ev39Pu3fvptq1a5OVlRU5OTmRj48PRxEpNzeXc1goq18q27ey2F5KSkqkpqbG2v9xdnYWa1dGRgadPn2atmzZQitWrJDJtpIHotI7CgoKZGBgQLa2tuTu7s451Obz+VIPWhs2bEijRo1iDwB37txJzs7OLLuEYRj6448/aMKECWwaf39/6t69O02YMIHWrVtHp06dosTERIqJieHsQFxcXCgsLEys3kIFHQD08eNHiW0T3V1JGifFxcUUGhpK48aNo5EjR9LGjRvp/PnztGTJEvYAW1FRkbS0tMjd3Z3WrFlDd+7coezsbJo+fToBAtHeBg0akJmZGbm5udGECROoXbt2pKenR8bGxrR79266f/8+rVy5kiZNmkSTJk2iP/7447v2hiQL+J5ZLtLoaxrU0tLSop9++okaNGjwxXl9rvlfQ0ND6tKlC40ZM4ZmzpwpNimV/zi0adOG1SqU5TBAlsimpaWlGNtECB6PR1lZWZWSMy4uLpZou3rlypVsPYcPH065ubmc8AMHDkisn46ODhsnNzeXM6koKyuTiYkJa3OjvCKVlpYWdejQgaZPn079+vUjX1/fCsfQsGHDKCYmhi5cuEAjR46kFi1akLe3N/n5+dHYsWNp3bp1lJycTBERETRlyhQaM2YMzZ07V+rk9SWIi4ujn3/+WSKLSChKyufzKSgoiB0f5SVzhDh27JhYvwICLVRpLJv27duz5ZSXSALAmvcVxYYNGwgQKOPIMhdbUFAgcZxI8vrTrVs3jsSTLCcvgwcPpsGDB9PQoUOJSCDZMnLkSCISiNHu3r2bfv75Z85HTJSkydp/74CcE/p3ZYuzsLDwq+Wdk5ODDx8+4OHDh1+Uj4KCglRH087OzkhPT0dmZiaKiorEwtPS0nDy5EkYGBigTZs2MDY2RkpKChtOIqwghmHw999/Q1VVFYCAXSEJy5YtA4/HQ1paGrKysli7L82aNUPXrl1ha2sLBQUFJCcno2PHjnjy5AkAAZvm4cOHctly2bJlC9atW4crV67AzMxMLLyoqIh1mJubm4vNmzfDwMCAdR5NRGjUqBE8PT3BMAw0NTWhqakJfX19+Pv7g4iwZcsWnD59Gs7OzmjcuDEMDAxgbGyMgIAAuLi44OHDh/Dz84OSkhJMTEyQmZmJnJwcnDt3DufOnQMAaGtrw9zcHL1794aamhri4uKQmZkJR0dHdOrUCWZmZvj06RPc3NyQnZ0NQMBy0dTURHZ2Njw9PVkzti4uLkhPT2fb+PTp0yp15rxy5UpMmTKFvdbQ0ECdOnVQu3Zt+Pj4QFlZGVeuXMGZM2dQq1YtzJ07F6qqqnjy5AmePXuG9+/fc1hvDRo0QPfu3REeHo6YmBjk5+ejSZMmGDt2LHR0dLBt2zacPn0aZ86cYdOcP38eZ86cQdeuXdGnTx/Ex8fD1NQU7u7uCAoKgqenJ/v8Ll26hLS0NHTr1g2//vqrWHueP3+ORo0aobCwELdu3UKzZs3E4uTl5XHaLMSxY8fQs2dPaGhoID8/n3WerqOjAx6PBwMDA8TGxgIQsL5WrVqF/fv3AxC8cydOnGDzUlVVRY0aNdC1a1dcvXoVOjo60NHRgZKSElRVVdGxY8dKPacfDvLM+lVFqOJV9z9NvXv3pgsXLsi0o/GlpKysTHZ2dpzryqQXHvgqKChwVkjbtm0TiytJ8qA8+Hw+6/BXVvx79+7RunXraMuWLbR161ZWUiEmJoa8vb1JQUGBbGxsyNfXlzp06EBdu3alTZs2UWFhIQ0bNowAyZIIQurYsSP7X09Pj7ObWbVqVYW7JuFqcsyYMZz7FhYW7Mp/xYoVbHvevHlDc+bModWrV9PSpUul7nI+B6WlpWJ+aa2srMjX15eWLl1KPB6PlixZUuGzlse70aVLlzhpDAwMqGPHjrRgwQI6dOgQLViwgNzd3cnV1ZXq1atHHTp0YJ8LkeD5d+3alZOHqElZIUQVxKZNmya1PtevX6fFixfT4sWL6ffff6fx48eTs7MzlZaW0vPnz8nIyIiePXtGqamplJmZSQYGBpz0M2bMoEmTJrHazoWFhWRnZ0eRkZFERDRgwACJ9fvRgR/pUFRRURE8Hu+rll3eqt3n4HPr2bBhQ+jq6kJDQwOpqam4c+eOzPjDhg3Dtm3boKysLHbAK287WrdujcuXL7PX2dnZePHiBRiGgYKCAitbLM1qnSjy8/ORm5sLY2Njzv2ioiKcO3cOOjo68PPzE8ursLAQ9vb2SEhIgLa2NrsqFoW2tja8vLzE5KLLo0WLFnj+/DlKSkqgra0NMzMzdrexfPlyTJ06VWpaFxcXhIaGQllZGXw+H9HR0bh69SquXbuGrKwsqKuro2nTpmjcuDFyc3PB5/NRXFyMT58+oUaNGggKCpKrnyqDjIwM3LhxA0ePHsXJkyc5u9ORI0ciJydHTLZfRUUFjo6OYBiGdazRuXNnnDx5Umo5+/fvR79+/cTuOzg44N27d1LTeXh4IDQ0FHw+H66urnjz5g0btmbNGowbNw4AQER49eoVioqKoKSkBD09PVhaWnIscgr1K0RBJLCYGB0djc6dO+PAgQOIiYlB7969sWTJEqiqqsLW1hbDhw/HunXrEBoaikePHiEkJASGhob49OkTcnJyYGdnh8DAQERFRSExMREKCgrYunUr7O3tpbbtR4S8h6LfbEKvSqUfNTU1udk1DMNAUVFRKtvkc9CzZ09069YN+/btk7kt79u3L/T09LBhw4YvKi8gIAAzZszA9evXcfv2bdaDCgA0a9YM06dPR1hYGE6cOIHk5GQkJiZyJArKS2d8LsaOHYvff/8dALBv3z4xs7l8Ph/9+vXDwYMH2XsGBgaoWbMmdHV1cffuXVhaWsLe3h7FxcVQVVWFtrY2TExMYGlpCUNDQ6xZswbh4eFQV1dHQUGBWB3atGmDs2fPQklJCbGxsbhx4wbi4uJgZGQEd3d3qKmpwdXVFUpKSkhJScGAAQNw5coVzvO/dOkSK10jCX/99Re6du36xf0FABERERg5ciSio6NZ1gIg8Ejl6OiI27dvAxCwFoQKRg4ODujRowfs7e1RWFiInj17suNMHq8/cXFxWL9+PRISEuDu7o7CwkLMnTuXE0dbW5udiF++fIkhQ4bAzc2NlTZRVFREnTp10K1bN+jp6QEQSPX89NNPOHLkCJtPs2bNcOzYMfbjL2TTGBkZIT8/H4mJifjw4QMyMjLYZ/zs2TOpc4GTkxPCwsJktm///v2wsLBAVlYWmjZtykotVfVH+Fviu5ZyYRhGLlaCJKNOsqgyVhur0sKjlZUV1a5dW0ydujIkugV3d3evlNVHOzs7VoEDAN25c0dm/PLy05+L9+/f06hRo2jixIliHmguXrxInp6eZG9vT3Xr1qWWLVtSjx49qG/fvtSvXz/WVK6NjQ01aNBAZt+1bt2ahg4dWmlW119//cWpkzT/oAkJCZSRkUF9+vQhPz8/atWqFbVv35569epFs2bNYm3PVAUkOayoVasW/fTTT9SnTx9iGIaMjIzI3t6eE8ff35+IuCyU4cOH06+//kpLly4VO4QWIjIykpPPTz/9JCYvDwhk5ocNG0ZdunThHCxra2uL6W0MHDiQCgsLKSQkRGJ/zpkzhy2fx+PRhAkTyN7enry8vKhDhw40YsQIqXaPNDU1OUbu2rVrR/v376egoCCqVasWWVtbU506dcjV1ZV8fHxo3LhxP4RT8y8FvtdDUUNDQ0yePFnmFlmIo0ePVirvWrVqgWEYlJSUoLS0FKWlpZxDR1FQFe5MPnz4ING5Ru3ataGrqwsiqvAwVkNDA/b29oiMjERERIRMWfryiI2NxcePHwEAo0aNQpMmTfDo0SO8fv0aiYmJSElJgYqKChQUFODh4YEuXbqAx+Ph6tWruHz5MpKTk2FlZYVp06ZBW1u7wvKuXr2KmTNnorCwEN27d8fMmTM54a9evWLlkGXB3t4eQUFBuHv3LucAsjz+/vtv9n/5g2RZyMnJ4VzPnTsXrVq1QmxsLN6/f4/i4mJ069YN4eHh2LFjBx4/foyEhATk5eVBR0cH27dvZ51NVBV27dqF4OBg3LlzBy9fvkRMTAyio6M5cu8FBQViph90dHSQkZHBWdVv3ryZ/X/jxg1cvHhRrDzR+ADg7e0Ne3t7vH37FqGhoQgLC8PTp0/x7t07PHjwANra2ujfvz9q1qwJKysr7N+/H48fP+bksXv3bpiYmKBVq1ZYu3YtXr16BYZhYGVlBS8vL7Ru3RqPHj3CqFGj8PDhQygrK0NNTQ1ZWVlITU3F+/fvkZaWBkBgfuHWrVsIDw9HaWkp8vLyYGpqitLSUnh7e2Px4sXw8PCAlpYWTp48iffv36OwsBATJ078YkcZ/0rIM+tXFQGfb8TKyMiIatSowa5cZYnxAVVjcEsWCdWqy2tllqfAwECaM2cO9erVS2oceUwDKCgo0IwZM2jXrl00ceJEat++Pdna2pK6ujo1atSIxowZQ/369aPAwED2ELN8f8THx7Nf/J49e4rF6dOnj1yrBaF5X5St4MojIiKCow2sq6tLLi4uEg1LiZK7uzstXLiQ5s+fX2F/GBoakr+/Pz19+pQuXLhAv//+O02dOpXmzZtHO3fupGfPnonVKycnh86cOcMR0xSVrReSUJW8R48ecvVHRUhMTKQFCxbQsGHDKhwvQjI2Nqb+/fvTyZMnqbi4mGNCWBINHz5cavlpaWl0+fJlCg0N5bQ9Ly+P2rdvz+Zx//59Nqy8lU5ZB9ZfQjo6OqSlpcXZMaupqbHq+0RE8+bNE0vn4eFRJc/mRwF+NDl0a2vrCifpLyGGYTgTpySWi7q6OqtYJM8HQVlZmczNzcnW1pZ1KlEZUlBQYMupVauWmGp5RSRqq2PHjh0S44i2Q9T06OXLl8nCwoLq1atH3t7e1KhRI7p+/bpcg2vv3r00efJkmjJlCv3555/sfR6PR/v27aPJkyfT1KlTadKkSTRnzhw6fPgwFRUV0dWrV9kJTV1dnRwdHalhw4bk6Ogotq13cHCg+fPn09ixY8nPz49q1qxJCgoKpKSkVKFS0Zs3byTWe/To0QSAoxT07t078vX1JQcHB441S2NjY451yS+BJEfEDg4O5O7uzrnXoEEDsrW1FWNHCj+glpaWNHr0aOrSpQvZ29uTlpYWaWtrk4+PD7169Uqs3LCwMKkmHoiIdu/ezSlHVO48Ly+PxowZQw4ODmRiYkJqampka2tLZ86coTNnztCwYcPIx8eH7O3tycLCgjw9PWnu3LlUs2ZNTp41atRgFaYqGs+ikkqpqalsXUJDQ6lp06ZUr149cnFxIV9fXzp27FiVPJsfBfJO6P/4oaiioiIUFRUrxVKoCAoKClBVVUVJSQmUlJSkHpCqqKigc+fOGDJkiFwsAXng7u6OlJQU1o+nEKampsjLy5Mo2SGKZs2asQdhRkZGnK22UC5XEnR0dKCnp4eYmBiYmJggNjYWhw4dQnR0NF68eIH4+Hjk5uaitLQU6urqCAgIQPPmzREXF4f379/j9evXiI+Ph7KyMsaNG8eRhCAitGrVCteuXQMA6OvrIzIykj0MkwQ+n4/OnTvj7NmzsjsMwJIlS1CrVi2cOXMGb968gYqKChYtWgQ3NzdMmTIFe/fu5cRXU1NDly5dYGdnx1oolAZVVVWkpqZKtAqYmZmJ27dvo0OHDqwURnp6OrZu3Yp79+6BYRhMmzYNderUga6ubpUdqsXGxmLXrl0oLS3Fq1ev8OHDByQnJ0NRUREeHh5ISUmBlpYW4uPj8f79e7kO7Dt06ABbW1vs2rULubm5mDhxopjlyAULFuD9+/fYs2ePxDyKi4uxf/9+REZGon79+ggKCmLDwsPDsX//fkRERKBHjx4IDg7G69evUbduXTaOkpISHBwcQEQICwvDwIED8fjxY7x69QqA4L20t7dHjRo1WNMWeXl5mDVrFlRVVZGWloacnBzw+XxkZ2cjOjoaKioqmDBhAnr06IHCwkLExMQgIyMD5ubmcvu//Tfiuz4UrQyZm5uTtbU1OTo6VuhkAgCNHDnyi1fz5UlRUZE0NTVJVVWVDA0NycPDg8zNzWWm6dKlCy1YsEAia0NI8hzMOjg40J9//klz586lli1bclYxLVq0oClTptDFixfpwIED1KtXr89iNTVt2pSzGuDz+RyvODo6Ohx2jSQUFxezxrNESd7DXaG2nzQXbgoKCqz2Y/369enFixd08OBBGj9+PPXs2ZN69epFS5cuZR1jfPjwgYYPH07GxsakqKhIDg4O9PLlS06dX758KVaOvGwneVFcXEw7d+6kJk2acNiNAQEBEh1aNGjQgMaMGUObNm2iv/76i/Mcyo8d4Y7W1dVVok16Pp8v0e9mSUkJbdiwgXr37s1hswghasQNEBgwIyK6ffu2zHfk0qVLlJ+fT3/99Rf9+uuv5OfnRy4uLmRlZUWmpqbk6elJGzZsoC1btlBAQACHjePq6sq6JUxNTZVYxpYtW6r02fxIwI/AcjE0NKQmTZqQm5sbhy/7T5K6ujppamqShoYGWVlZyc36adiwIQUFBUlktVSk5CIa7uLiUmlTAqLxT548KRZuZWXFUQYp/+EQlWLQ0NCg7du3cwZPVlYWPX/+XKZTZ1Hk5eXR1q1bafTo0RQcHExDhw6l1atXs6yPuLg4srCwEKunkFdtbW3NmVgSExNp5cqVFBwczI6PunXrkr29PTk7O5OXl5fEZ9SsWTM2j/KKOwDX8QeRwCOPUOXd2NiYXF1dxSRjvhTlpTmEjhX8/Pzo4MGDEp9Peerbty8tXbqURo8eTT169KBevXrR1KlTacyYMdSqVStq0aIF7dmzh4gEbK/ffvtNpmcfUaWliRMnioWLmmnQ19en2bNnE5/Pp9evX9OePXvYcn19fWnSpEm0a9cuCg8Pp02bNok5jhBK7ciz0BBaWszLyxNzpO3o6EghISFV+mx+JPwQE/qXkJKSEmlqarKTmzQxSOEKcfr06RzDQl+LRFcdssz0enl5kYqKSqUm8/J2n+vVq0d5eXn066+/kr+/P7Vt25bs7e3ZPE1MTOjChQtUUlJCDx8+pLVr19KgQYPI39+fgoKC6O7duxxjReX7x9PTkzIzMyscbEJbI9JowIABBAhsx0+ZMoWGDx9Oo0ePpqdPn3LKj4uLY1fhwsmkbt26HM3Z8lSjRg327GHw4MFsXhcvXqTu3buTv78/ubm5UdeuXSXymb823r9/T3369KEWLVqQmZkZaWlpUfPmzSk2NpZevXpFa9eupV69epGDg4NU++WSaNGiRXTlyhXOvdTUVHr8+DEBoA4dOkitU1xcHCs6GBkZSdnZ2XTo0CEaPXo0tWnThqysrDgGviSVL/xA6+rqEpHg4LV8HGtrawoICKD+/fuzz6h58+bUo0cP6t27N3l7e5OJiQlZWVnR5MmTOZrNPB6PEhIS5F5U/Nsh74T+XWiKlketWrVYM6ClpaVgGEaiqU1AoBBhZ2eH0NBQmXmqqKiAx+N9lqanqEiiPApRLi4uKCgoEBMZAwS8dSG/XZbmaUBAAGxsbBAaGoonT55I5Ku2bdsW6enpiIqK4vCVbW1tceLECbi6uqJjx46s557y+O233zB+/HhO3ZKTk9lrNTU1REZGwtzcXGpbiQiurq4yTf96eHjg2bNnYvfr1auHR48esdcXLlxA+/bt2Wt1dXXo6uoiPT0dPB4PU6ZMgaOjI/Lz8xEREcHyowHA09MTQUFBePXqFZKTk1FSUgJTU1PMmDFDLlHMr4HIyEisWbMGx48f5/SrJHh7e6NVq1YwMzPDtWvXcOrUKZnxb9y4gRYtWuDhw4dITU2FnZ0dnJycAAi8RdWuXVus3W/fvsXcuXOho6ODrVu3gmEYbNiwAaNHj+bEa9CgATw9PaGlpSXVo5PQFK+Pjw/u3r0LAHjz5g2uXLmCkJAQREdHo7i4GKWlpcjMzISxsTHmzJkDBwcHPHz4EKdOncLLly/RpUsXrFixgpP3ixcv4O7uDgCwtLREVFSUmKbpfw3y8tD/8V4SHjSpq6vDxMQEWVlZYodc5W1Ry0J2dnaFkzkAsUNYNTU1qKiogIggPKiVJgstKl8uzwdQ1uSWlJQEV1dXvHz5UubHRZJMcXlcunSJ/e/o6Ah7e3tcvXoVUVFRSElJAcMwqFGjhsS0BgYGYoaKkpKSkJmZiZiYGGRlZcHDw4Pjmk4SGIbB8+fPERUVxZokSEhIwMePH3HkyBGcOXNG4mSuoKAAX19fzr127dqhoKAAb968wc2bN3HlyhXW9ndRURF27tzJytuXx7t37zgai0LExsbizz//lNmGr4Hu3bvj2LFj7LWrqyu8vb1x/PhxiQflT548wZMnT9jFQ+3atbF//36EhYXh8ePHrCZwbm4uWrduDVNTUyxZsgR5eXkwMjLi9KUkG+x8Ph9+fn7sh2XhwoWoWbOmxIny4cOHrN4EwzBYsmQJ3Nzc8Pz5c4SFheHdu3dITU2Fubk5pk2bBiLCwYMHsWXLFty9e5fzvojazffx8cH9+/c5ZV25ckWsfAUFBSgpKaG0tBSurq4STQdUQwrkWcZXFeErsztEydHRkX799Vc6ffo09evX76uUYWpqSnp6ehxWSL9+/cjExESu7bPodlaafL4k06o6OjqsiJskx9F+fn6UlZVF4eHh9OjRI7py5Qrt2bOHrl69SpGRkfT8+XPKzc0lPp9P8+fPJysrK5ZlZWRkxJEBloaPHz+SjY0NW+aGDRuotLSUo93LMAxNnz6djhw5Qr/++is1a9aMLC0tSU9Pj5ycnOjy5ctUXFxMw4cP57Cn/P39qVu3bhX2X/nDaQMDA3JzcyMXFxdydnamunXr0rlz5zj1TkhIoD179tCdO3cqteWtLM6cOUOAQANY9GCYYRiaNGkSPXjwgNauXUvt27dn+c4KCgqkpqZGKioqlRbhHT9+vMz68Pl8WrVqFbm4uNCoUaNYeXQ+n08RERG0Zs0a+uWXX2jVqlW0d+9eWrduHa1du5ZjFE1ImpqanLOj8qZ7gf/rVsycOZOtw6FDh0hBQYHs7OzI29ubmjdvTpcuXWLDP3z4QAcOHKCNGzfKZXjsvwT8SDx0PT090tTUJBUVFXYilDbBMQxDOjo6NHr0aHr58mWF9q89PDwq7XKuYcOG5O7uTmZmZhIlN4SkpaVFQUFBdP78eVaRRlFRkRQVFSVOtKIkiXeurKxMPXv2pEaNGpGJiQnVqVNHTMph6tSpNGvWLPL29hbzG1mjRg1q27atzHL37dvHDpKUlBSJceTxgL59+3axdKJ+HiVRnTp1qE2bNtSuXTsCBGr/oo4eRGnVqlUECCQbjh49StOnT6dBgwZRy5YtqXHjxuzzcXJyou3bt9OpU6do9OjR1K5dO1au3dDQkH7//Xepdd65c2elX6yKkJGRQWvXrqXWrVvL5YRDU1OTBg4cSIsXL5Z7fA4ZMoSuXbtGY8aMofnz59P8+fPlstceFRVFU6dOpfPnz0vNu2bNmmx8IT++PDk7O7Py5gsXLqSSkhLasWMHTZgwgYKDg6lhw4bk5eVFY8aMoZycHJl1evjwocQyVFVVqyd1Ecg7oX8X+5hPnz6J3SuvRi8EESErKwubN2/G+vXrK8xb0na/UaNGrLW2jIwMMbn1Bw8esP9dXV2l5p2Tk4MTJ04gMDAQtWrVQmJiIj5+/Ij69euLsQYCAwPRoEEDnD59Gj4+Prhw4QJrxTAzMxNqamq4evUqGjVqhBMnTmD9+vUIDAxEaWkpBgwYgB07diAjIwNGRkbYuHEjPnz4ABsbGw7bJjc3t0L2k9C+OiCQe09KSkJqaioyMjLw6dMnGBkZsd7pAYFFxd27d+PcuXNo0aIFxo8fDwUFBQwePBgNGjRAbm4u9PX1YW5ujho1aiA5ORk2NjYSdQHCwsIQHx/PsmbmzZsHd3d3RERE4M2bN8jPz4eSkhJcXV3h5OSEiRMn4uXLl9i+fTvu37+P3NxcjBs3DsOGDWPzvH37tkQ3YrVq1UJ0dDT27dvH8ohFLQYCQHx8vMy+qiyuXbsGf39/9trW1haBgYEwNDTE8uXLJabJy8vD2bNnWVZkjx49MGHCBOTl5eH9+/fIyspCZmYmDA0N0apVK6iqqqKoqAiqqqro2bMnHj58iKCgIDFLmFeuXEHr1q05tsmjo6Px5MkT6OrqSm2Dra0t+9/b2xuxsbEICQlBaGgoCgoKUFxcjKSkJKioqKBPnz4wMjLCH3/8geTkZDg7O2PlypUcS4sVITIyUuJ9Wfok1ZABeWb9qiJUYpX8OeTk5EQmJiakoqJSoRhkZbUypVHt2rXp/v375OXlRUREycnJZGJiQhs3bqRBgwZRhw4dSEdHh3g8HnXo0IE2btxIe/bsITs7O+rcuTMtXryY7OzsSFtbm3r37k3Tpk0TW70LPRJVJNM9a9YsKi4uptevX9O+fftowYIFNGnSJFq9ejXdvHmTkpKS2C9+SEgI/frrr9S1a1cKCAigFy9eSFwZlHfUW5GGnlDkTUFBgRYsWECLFy+mIUOGcMQI27ZtS61bt6YePXqQl5cXu8twc3PjSDqUVz8XktD2NZFAlly4myvfP4qKinTo0CFO/bKysig0NJQ+fPggsx2fg2fPnklltdWoUYMGDRpEQ4YMocDAQGrevDk1atSIfHx8qGPHjuTk5ERGRkbk6OhIxsbGLDtOOK6EKC/pBAhELst7nXr69Cl5e3uLyd6LxistLaWYmBgKDw+nmzdv0r1796iwsJBiY2NpwIAB1Lp1a3Jzc+Psljdt2sSmHzx4sFhd5LGxLwlCqZaHDx/SvXv3KC8v77Py+bcCPxLLpSIyMjIiQ0NDjn0QWSRJBrmqSEtLi5SVlcnFxYX8/f1JQUFBInvIx8eHWrZsyV5bWFiQvr4+GRoaik08Dg4OpKamRjY2NhLzUlRUpG7dutFPP/1EPj4+ZGVlxfIo5WUnlVcgKR/u6+srcSDduHGDmjRpQgEBATRy5EiOSrYkJCQkkLu7u1g75BHPZBiGIyZZUFBAU6dOpWbNmlH9+vWpQYMGNGvWLCotLZVafmFhIcXExNCjR49kukj7muDxeHTu3DmOBUwhKSgokKWlJXl4eLDq8LLk0NXV1Tmie3/++SfZ2tqStbU11a5dm5o2bcpho1WEkpIS1qGIkMaNG8eJ4+/vL7U+q1evZuM9ePCA6tevTwEBAdSnTx8aMGCAXOcvQqxfv15snMTGxsqd/r8EeSf071Js8Wugbt26yMnJAY/HQ1JS0hc71Civpi8JQuuG2trayMrKEmOHqKurIzAwEPXr18f69euRmpoq0ea3KBwcHJCamorMzExYWFjIzTZ4//49u53m8/m4ffs27t69C2NjYxARAgICYGlpKVdekpCfn4/hw4fj/PnzICKoqKiguLhYTIJJRUUFp0+fRmxsLBQVFZGSksKquwcFBaFz586c+Hl5eSgoKIChoaHEcl++fAk3NzcEBwfjyJEjldruVzUyMzNRu3ZtpKSkoH///mImDACBOYeaNWvC0NAQCgoKCAkJQYMGDTBnzhy8evUKaWlpyMzMRH5+PgwNDdG9e3c0bdq0yur48eNH1KxZk3PPxsYG79+/Z/suKSkJJ0+eRGlpKXJychAfH89KPY0cORKampoAwJra+FwTCZLSHTt2DMHBwZ+V378Z363YohCSzM1+Lpo2bYqaNWtCXV0dZ86cQWZmplhZdevWxdixY7Flyxbs3r2bEy6cfIQwMTFBeno6NDU1WXExUWhra1c4mQOCifPt27dSJ+mCggIcOXJEoridNDsuol5mEhISoKqqih07dkBPTw+RkZGsKd2CggIYGxtDX18fxsbGOHXqFO7du4dHjx4hISGBlWtv1aoVxzytJBAR7ty5g+LiYvj6+kJRUVEsTq9evXDmzBmoqqqCx+Nx5OZ9fHzg7+8PKysr9OjRAw8fPkRkZCQrYy88Q/Hy8uLkmZKSAhMTEwCCSab8RASAfT4pKSkoLi6GmpqazLaIorS0FIcOHcKdO3egq6uLWbNmSRXzlAeFhYWsad9evXohIyMDY8eORWlpKZ4/f443b94gMTERaWlpKCwshIGBAcaPH48pU6bAxMQEqamp2LJlC0dst2XLlmLlLFq0CG/fvsWBAwcqXUcTExMUFBQgKSkJycnJKC4uhre3N+dDaGpqihEjRsjMp0mTJrh37x4AgdMOBweHSteluLiY9YP76dMnGBgYwM7OrtL5VEME8izjq4rwmWyOdu3a0axZs2SyF9TV1emXX36hQYMGUfv27cnExITmzp3LiSNN47BPnz6krKxMGhoaElWU7ezsyNzcnNatW0fFxcUSeYdCkiadI80mByCQbpFknrRZs2b0559/0owZM6hTp07k6upKpqamZGxsTLVq1SIdHR3S1taWKSJZkdnT8j4bJUFUKkJ0yy2KadOmyeyL3bt3ExHR/v37pdZF1DECkUAFvG3bttS5c2epDhxkgcfj0ZQpU6hdu3YUFhYmFr5gwQJO+dOnT690GUKU52ELceLECannOaKsjiNHjkiMIyqlI8StW7do8+bNn13XqsDq1asJEDihSU9P/6Z1+S8A/zaWizyODSStDgHBatfPz0+qJUAjIyPo6+vD29sbkZGRMp1RODs7i0lLlIeuri6CgoKQmpqK0NBQJCQkiMWZOXMmjI2N8fbtW3z48AGJiYmsNEO3bt2QmJjIuncT5im0TCfrmVlYWMDKyopdPR08eBBbt26FkZER+Hw+UlJSkJGRwSqkTJgwAb169WLT5+XlITQ0FM7OztDX1wcgkJ5ZsGABMjMzMX/+fJiamrLxnz17hpkzZyIpKYmV8jE0NEStWrWgrq6OsLAwpKSk4OrVq/Dz88OnT58wZ84cFBQUoKCgAOnp6cjLy4OTkxOWL1/OllkVePLkCerVE+xS+/bty3qKF+LDhw9YunQpSkpKoKKigilTpsDGxqZSZfB4PAQHB+PUqVMYPHgwduzYwYbx+Xyx3YxQUSo7OxtHjx5lHWhkZmZi8eLFePv2LaKiolBcXIxGjRphw4YNMqVSqvHfwHfvU9TIyAilpaUSRRblyAe2trZITExESUkJdHV1WQ8okmBubg4fHx+ZHpA+18epgYEBdHR0oKqqClVVVVZM0tDQEOnp6XLlqa6uDhcXF5SUlOD58+eYPn06rl+/jpCQEDaOqHNohmHg7u6OadOmISMjg/XAk5iYiKKiIgCAtbU1xo8fj4KCAty/fx+PHz9GVFQU0tLSYGJigr1797Lq1YBgchM1T6qqqorTp0/j4sWLSEhIQN26ddG7d2+O891nz57B09NTrB81NDRgaWkJExMT6OrqokuXLhgwYADLM01LS8PFixdhbGyMNm3aVLLHK4e7d+/i48ePaNmypUzzv5+L9PR0mJmZobi4GFZWVoiNjeWER0VF4e7du4iOjmbZLUpKSujUqRP69OmD0tJSKCoq/qv8X1aj6vFDm8/V1tYmPz8/6tq1K1lZWcmMq6OjQ+PHjydXV1epcSprzbA8eXp6ionvSaJ27dqRg4PDF5WlpqZGDx48oJiYGDp58iTNnTuXevbsSc2bN6eWLVtSx44dKSgoiCZNmkT+/v6sSKMoLVy4kFXMkUZr1qzhbOnev3/PCZfmsOPatWtsmgcPHsgsY8OGDWJbR1FLfsDni7l9T8jNzaXnz59LNGGbl5fHmoUtj7Nnz7L98O7du69dzWr8wMCPoFgkVJIoj+zsbFy7dg1+fn6s8SVpyMrKwpo1a2TGKS0thaWlJeLi4jj3fXx8ULduXZw7dw5JSUlSD2nt7e3lOsC9cOFChXGGDh0KJSUlhIWF4dGjR8jNzeWEFxYWonHjxlLL69u3r8TDMDMzM+jo6ODt27fg8/lo3Lgxu+uoWbMm8vLyWB+bderUQadOnTjpbW1t2d0EEaGgoACLFy/G6tWrUbt2bfB4PDg4OLCHX6Ghobh27RrGjRuHhIQE1jZOXl4e3rx5gxcvXnAMbwnh7u4OHR0d8Pl8eHp6omHDhhX22fcOTU1NuLm5SQxbtWoVnj17huPHj4uFOTk5wcrKCo0bN4aRkdHXrmY1/gP4JiwXHR0dZGdnQ11dXapHnsrA0NBQKsulX79+EiVfhNDV1ZUaJgoTExOO9qfQeNA/ASMjIxQWFiInJwd37tzB0aNHUVBQgIyMDCQmJiI1NRWpqang8/lo06YN/vjjD4SGhuLGjRt48+YN4uLiUFxcjGbNmmHhwoUwMDBg83779i2cnZ0BAN26dcOhQ4ewcuVKvHjxAgoKCqzFQlF2xYEDB/DTTz9Jra+amhqaNGmCdevWwcXFBYCAn5ybm/vNLB9+KyQnJ+PTp0+oU6fOt65KNX5gfPcsF0l2LoROoKvCIe3nOqOWllaavXV5SN72LFmyhObMmcNqUJqZmZGdnR0FBARQly5d6Pjx43Tt2jWaOHEiNW7cmOM0WOgkuLxkDwCOlEV5xY99+/axYVpaWrR27Vqx9A8fPuSkqYj9dODAAU78WbNmsWGTJk36rC1nNarxXwa+d5aLJImV8uyHLwGfz4eKigpMTEw4rBZjY2P4+PhAVVUVZ86ckbhDEGV3NGzYEBkZGRz578qiqKhIpu1zIWbMmCHxvp+fH1atWiXRlK2enh4+ffqEq1evAhAcnpaHUGa+efPmHOWhuLg4WFhY4P79+3Bzc4OamhrOnz8PGxub/7V33mFRXF8f/872Zem9C6iAiAiIolEssfeuicYWo1ETNbZY8kvUWGJiYqJJrDGJ3dhi773G3lFURASliPRe9rx/4M7LsgsssDS9n+c5D7szd+7cO7OcuXPuuefA2NgYubm5aNSoEe8fnpOTg3/++QceHh5o1qwZ3Nzc4O3tDWtrawgEAty6dQtLly7lc0qqKOgbzjw2GIwKRBetry/Bm9FqeScpixMzMzP6/fffiy3DcRyffb4k0SXvZ0ERiURkZmZGfn5+NHny5BLDFcjlcg0/chMTE2rYsCE1adKEANDw4cMpJyeHxowZQxzHkYuLi1o0R2NjY9qyZQsR5U9urlu3jqZNm0Z9+/algQMH0h9//EEXLlygjIwMmjx5MtWpU0cjSmVhv+aCk5ezZ88mIu2xOwqLm5tbhcRJYTDeZVBdY7k0bdpUTUnWqVOHLC0tieO4UitPbWJtbU0+Pj5agxiVJMbGxiQWi9WUXXlMN7omSHZ2dta6oEmhUND7779PERERlJ6eTkePHqVJkyZRx44dqWnTpvTRRx9RaGgoZWdn08iRIzWOt7OzIyA/3CpR8V4pM2bMUPsBqZT/sGHDKD4+nlJTU0s0Ox0/fpwyMzMpMzOT2rVrp7Zv7ty5+v6NMxjvDLoq9BInRTmOkwE4C0CK/FABO4hoNsdx5gD+AeAC4BmAAUSUUEJdVHiZfWWgUCj49HNGRkYa8UUqCxsbGxgZGUEgEEAikSAkJIT3LdfG4cOHcf/+fUyZMqXIMmfOnEHz5s0hk8k0JmlV4RVWrFiBMWPGgIhw7tw53LhxA48ePUJWVhby8vLg7u6Ozz77DFFRUbh8+TLu3r2LR48eITk5GWPHjsXAgQMB5MeDuXDhAjiOg4mJCQwMDJCXl4du3bohNzeXXwIeFxen4bXRsmVLnDlzphxXj8F4d9HbwiIuf8WDgohSOY4TAzgPYCKAPgDiiWgRx3EzAJgR0fQS6ir+ZKVEn/FgdEXbAiQvLy9kZWUhKysLmZmZyMjIQG5urlaXTBWLFy/GihUrtOYdlclkyMzMxKZNm5CUlIRx48ZprcPT0xNXr16FoaEhcnNzcerUKZw+fRphYWEwMjKCubk58vLyIBaLcefOHZw/f17Do2fr1q0YOHAgPDw88OjRI63nefToEU6ePIlevXrxsVWAfBv8F198gV27dqFLly44cOCA2nFJSUlISkqCgYEBLCws2OIZBqOMVIiXCwADADcABAIIAWD3ZrsdgBAdji+T6aI02dBLI7qaeExNTalp06b077//0qxZsyqkLYVl0KBBarHBIyMj6cyZM/Ts2TO6fv063bp1i3Jycig4OJjc3Ny01vHzzz9r3W5hYUEmJiYEgLZv305ERH/++Sdvn/fz86M6deqQh4cHTZkyhTefuLu7q70GFowpf+rUKX57WFgYBQUF0erVq4uMccJgMHQH+rShAxACuAUgFcD3b7YlFiqToEM9aorF3d29whSiLjkZPTw86NixY3TgwIFiV5qqxMrKSqutWxcxNzcnExMTNdt+4YlJU1NT2rhxo9qk4ldffaVWxtramjIzM/n9gwYN0no+iURC8fHxtHjxYpo6dSqNGzeOevToQY0aNSJHR0dydnamiRMnUkZGBj1//pwuXLhA69evp++//57OnTun9mOKjIykKVOmUHBwsNr2gnG1mzVrxm8fM2YMv72k+OkMBqNk9KrQ6f8VsimAUwC8dVXoAEYDuPZG+H/0wMDAUiXCdXd3p3nz5tHUqVPJxcWFhEIhyeXyInN3uri4kIuLCxkZGVGDBg3ogw8+KLLunj176jxaL5xj1NbWluzs7MjZ2bnYHJINGjSgo0eP0jfffEMSiYTkcjm5uLiQp6cneXh48OWWL1+udiO9vLzU6hGLxdShQwcC8rMHZWRk8Mp47ty59Mknn9CECRPo9u3bFB4eTsuXL6dhw4ZRYGAgWVlZkVwup3nz5lFiYmKx/dy5cyc9ffqUrl27RsnJyWptioiIoPHjxxMA6tSpE126dElteXtOTg5duHCBJStgMPREhSj0/HoxG8BU6MHk4uHhUaQniFwuJ1NTUzI2NiZLS0utZpfGjRtTQEBAmUbMKtE24jY3Nyd7e3tycnKi1q1b08CBA4t1PzQzM6Mff/xRa4aa0oiZmRk9evRI42ZmZWVRWFgYPXjwgLKzs2nixIkEgA4cOEBxcXG0YMEC+uSTT+j+/fv8McXFcunWrRslJycXaaqxtbWlOXPmqG1TLRYqGHJW5U5ZkAMHDlBYWFg5f74MBqMgelPoAKwAmL75LAdwDkA3AIsBzHizfQaAH3SoiwAUOaquDDEyMiInJyeSSqX08ccfU7du3UocnRc0DWkLWlXS8SrXRw8PD/rss8+oe/fuWpWpsbExubq6Ur169cjNzY2/ThYWFhQcHEzPnj2jP/74g/bv38/b11u3bq3WtpkzZ1L79u3p0KFD5ODgQG5ubtSoUSOqW7cuWVtbk7+/P12+fLnEH1BYWBj17duXf4tQ5fE8fPgwf77C8cMvXrxIAKhDhw5l/NkyGAxt6KrQdfFy8QGwDvl2dAGAbUT0LcdxFgC2AXAG8BxAfyIq1h9QIBBQ4fMVFaDrbWLixIlYunSp2jYLCwveA0WX7EcDBgzQyGx09epVmJiYYOnSpbCwsICXlxcf23zatGn44YcfkJGRAY7jiszk8/DhQ9SrVw8tW7bE/v37sXv3bpw5cwZyuRyNGjWCnZ0dcnNzkZqaioiICKxatQrh4eH44osvMG3aNDX3xLy8PPz1118ICgqCh4dHaS8Tg8EogmobD93U1BRt2rRBt27d8PTpU2zZskXDdY/jOHAcV+kuiXK5XC31m1wuL7fPuq7Bv6ZNm4a0tDQ8evQImZmZyM3NhaGhIbp27QpXV1c+kUJBVq9ejVGjRoGIEB4eDpFIhISEBGRlZcHX1xcdO3bEyZMnAQD379/HP//8g6SkJAQEBMDX1xfu7u7Yt28fn2Rh0KBB2Lx5c7Ht9PDwwMqVK9G6dWsolUq8fPkSCoWiQmKNMxiMfKptcK4uXbpQ8+bNKSAgQMMuri22d0WIv78/NWrUqMRyXbp0ob59+2rdp0qHp8uKVE9PT7K3t9ew18vl8hKPrVu3Lu/6l5WVRcnJyZSZmclve/36NXXs2FHtmPr169OOHTto+PDh/PkdHR211l8w8FZJQbc2b96s5oZYMCXgunXryv1ayWAwtIPquvRftcRfJpNRnTp19K7EC0YgLEoEAgH5+/uXum6O48jV1ZWPRRMYGEh9+vQp1fECgUBrLJuiQgwYGhoWe6NV3iba5M6dO3y5SZMmkVAoJA8PD7K3tyeBQEBNmjSh2NhY2rp1K7Vr146aNGlCEomE7O3tqXXr1tSvXz/64IMPeO+dmzdvqp1blVfSx8dHa85OBoOhH3RV6JVucrGxsUH//v0RFhamsbKwKjE0NCwx2qNQKMSwYcMQFBSEESNGVEg7xGIxH0Nclc6uX79+kMvlMDIygoODA5o1a8Zngw8ODsYPP/yAEydOwMrKCnXr1oWrqyvq1auH/v37Y9GiRTh+/DiEQiEUCgVMTU1hZmaGWrVqwcPDA1u2bMH27dvh7u4OOzs7pKamIj4+HsnJyVAqlRCJRLC3t8fo0aOLXLHKYDAqlmprQweAZcuWYcGCBWoJI2oSBe3sRTFz5kw4OjriwIEDOHTokOoNBebm5qWyyysUCmRnZ2vEfFmyZAmCg4Nx8OBBpKWlQSgUwsDAgA8PPHHiRAwZMgT//fcf/Pz8EBsbqzVZNQDY2dnh888/x507d/DgwQNEREQgMTERVlZWWLNmjUZ2IwaDUblUa4UO5CuqtLQ0lDdYl0KhgFAoRGZmZqUH/VJhZ2cHkUiEFi1a4NixY4iLiysy/rmRkRGfCq48aPN6KYytrS2io6M1tusSm13FjBkz8N1335WpjQwGQz/oqtArPcFF3bp1IRKJ8ODBAwDglbC7u7vW4FAcx/HKX9vDJy0trWIbjPwkF5MmTUJsbCwmTZqkoQyjoqIAAFu2bEHt2rURFxenUcbOzg5RUVFISUnBuHHjsHz58iLPpy0AmIqGDRvin3/+QWZmJqKjo5GamgqhUAiJRAKxWAyJRIJbt24hPj5eI/pikyZNEBgYCAcHB8yfPx+pqamoV68eMjMzIZVKkZubi9jYWCQnJwMAAgIC8PHHH5f6ejEYjKqh0kfoEokEMpkMJiYmiIiIgJubm9aIgxWNVCqFkZER3N3d8dVXXyE2NhZjx45FZmam1vJ+fn5ITU0tc+YiZ2dnREVFwcXFBT4+Prhx4wbCwsLKVNe4cePw+++/a2x/8eIF5s6dizVr1qBOnTpwc3NDeno60tLSkJCQgNjYWN5U5OHhgV27dsHExAQxMTFIS0tDTEwMnJycEBAQACKCSFSlOcQZDMYbqq3bIqAelEofSS3KKxYWFjq5EBYUoVBIhoaGfPtLysJUMDlEaWLYaJPCQbKIiA8HoJLevXuTv78/OTs7k5WVFRkZGZGtrS3NmjWLEhMTadWqVUXWv23bNj3MyzMYDH0BHb1cBCVq/ApANQpu3rx5kaYFVTxvuVxe4e15/fo1MjIy1LZ5e3ujQYMGaNasmdY8mHl5eUhNTeXbX9i8UZicnBwIBPmXu7y5U7/99lv8+eefeP36tVp7CvLvv//ixo0bSEhIgEwmg7m5OaKjo3HgwAGYmJggKSmp2LYyGIyaR5VNilY3KiNZxkcffYQTJ07wNneZTIaePXvyCZl3796NrKwsWFtbw8DAAAYGBkhJSUFISEiRdaru36lTp9CxY0fk5ORALBZrVcpisRjLly/HJ598onZ8Tk4O/4SXSCT8g4fBYFQPqqWXi42NDcXGxgIAjI2N+ck3bZTGE6MyMDU1hUKhwMuXL9XeKgpPYLZv3x4mJia4efMmrK2t0atXL6xevRrh4eEA8pWqi4sLgoKCEBERgcuXLyM9PR1mZma8ogf+3wtoyZIlWLBgAdLS0tCgQQNkZ2fD1NQU6enpmDRpEj788EMAwPvvv49Tp07BzMyMD1lQ1HyAoaEhAPU3hf3796Nr1676u2AMBkNvVEuFrhqhd+/eHfv27au08+qKt7c3BAIBIiMjoVQq1WKw2NnZwdXVFdHR0bC0tETfvn1x7Ngx3svm0qVLGvUV562iDYFAAIVCAXt7e9SqVQteXl745ZdfAABHjx6Fvb09NmzYgGvXriEjIwO1a9fGzz//DAsLC9y/fx8rVqxAfHw8DAwMIJfLoZqAXrhwYYnnHj9+PJYtW6ZzWxkMRuVRrRV6nz59sGvXrko7b2GK833nOA4LFy7EzJkzAQA+Pj64c+eO3s5tY2MDMzMztGrVCjExMdi9e3eRZYsynRRk1KhRiIiIwH///Ye8vDyIRCKIRCIIBAJkZ2cjNTUVOTk5mD59OoYPHw6O4yCVSiESiZCTk8NHuqxbty6EQqHe+slgMPRHtfRyMTIyotWrV1epR4tEIuHzaepTvLy8yMjIiNzd3alRo0ZkZWWlkWKuoNjY2FDbtm3LdU5ra2saOXJksWX69+9PO3bsoIkTJ2pkW+I4jpYtW6bX2XgGg6F/UF1juQBAUFAQzp07V6pjhUIhjI2NkZCQUCFtA4o3kZiamkImkyErK6tC21CYDz/8EBs3blSbqFSNrA0MDBAVFYVly5aBiCAUCqFUKqFUKvmwAM2aNYO/v79Wv3UA6NKlS7WKqcNgMDSptitFAai5CK5cuRJCoRA///wzUlJSEBERofWYvLy8ClOkZmZmGDZsGD799FPs2rUL3377rUbSDV1imutKcR41ZmZm+Prrr2FtbY2PPvoIW7ZswZYtW/j9nTp1wpYtW/D333/j7NmzsLS0xNChQ9GiRQu+TGpqKjp16gQA+OabbxAQEIDatWvj5cuXiIqKQl5eHgQCAWxsbDBy5Ei99YvBYFQtVea2GBgYCFNTU5w7d67EQFfFoRq5qhJilLU/IpGoRF9ybUilUtSpUwdisRhCoRDXr18vtvz06dPxxx9/qPmQF0YmkxXpoQLkuz9u3LhRbdusWbOwYMECAPkTqB07doRYLMa3336L3NxccByH9PR0BAcHw9DQEGvXroVEIilFTxkMRlVRLW3o0GLjbdasGQGgNm3aaNiHVckjdEkiUVFibm5Ow4YNo379+hVbzszMjObOnVtsGW0JqUsSqVRKPj4+1L9/f9qyZQsplUoaN26cRrnFixfz9jZVnPLi5Pbt2/o28zEYjAoC1dmGHhISgocPH0Iul2PRokU4c+aMVp/zysg32rJlSwiFQpw6darIMh4eHnB2dsaxY8fKfb733nsPT548gcofHwAaNGiA1q1bw9LSEitXrkRUVJSGPV/1fc2aNcjJycGTJ09ARHBxcUFgYCACAwOhVCoxY8YMLF68GJaWlrCyskJeXh6EQiE4joNIJALHcQgICMCKFSsgFovL3R8Gg1HxVEu3RYlEQmvXrkVSUhKuX7+OsLAwnDlzptLOr090cSksLY6OjoiMjCy2jC7hhmvVqoUJEybg5cuXiI2NRXR0NPLy8jBgwAB8+umnamVfvHiBoKAghIWFYerUqVi8eHG5+8FgMPRLtTW5qHJbWlhYqJkAfHx8qsysUpQ4OTmRVCottsx3331HPXr0KLZMwdybRaWaK0nkcjmNGDGiTMdaWVnx587KylJ7lduxYwdfztTUlNLS0vT5pshgMPQAqqPJxdDQkHx9fTFx4kSsWLFCzcxRGeYVFaoY69nZ2cWOdj/55BPk5ubi77//LrKMrpOpbdu2RUREhFrMd2tra+Tk5IDjuBKzGK1btw5Dhw5FUlISXrx4gezsbEgkEsjlcuzcuRPTpk0rsQ3+/v64du0aOI5T256ZmYnU1FQYGRlBKpWCiBAcHIzXr1/Dzc0Njo6OJdbNYDAqjmppcgkICKBr165h27ZtGDhwIABg27Zt+P7770v0DikNuuQHrWiGDBkCX19f/P3337h7926569u8eTMft6Ug9+7dQ4MGDQAAa9asQW5uLsLDw3kXRblcjs6dO8Pa2hodOnTA5cuXkZ2djc6dOxd5rjVr1mD06NH899OnT6NVq1bl7gODwSgb1dLk0qhRIyIiio2Npa5du6rFCDczM+Nf+z/77DOqV69elZtctIlCoaA6deqomVGKkrZt21LXrl15k0d5JDY2VuurWEJCQon1z5s3j4iInj59ym/TFlNdxfPnz6lHjx7k7e1NH330ESUmJur8ashgMPQPdDS5VMnCIisrK+zfvx979uzBxx9/jPj4eNjZ2SEhIQGJiYlYtWpVmXzCK4O0tDQ8efJEp7InTpzQOonp7++PnJwcnUbuqqiL1tbW+PDDDxEQEIApU6Zg7Nix+Pnnn/HFF19AKpUCyDclOTs7Q6FQgIiQnp6O8PBwWFtbAwBcXV2xZ88eZGZmwtPTs8hzGhkZoUmTJvD398fkyZNhZGSkU38ZDEbVUmU5xtauXasWl7vgCtGyKHOBQACJRIK8vLwqS9AgEong4OCA3NxcJCYmIi0tTauN3tvbGzExMTop9II5U7du3cp/P378OKKiorBu3Tp+PxHxYXqB/IBbc+bM4VeDEhEaN24MmUymYUdXkZ6eztv2AeDly5dYtWqVDr0vO1evXsW5c+cQFhaGlJQUcBwHAwMDWFpawtXVFaamprC2tkaTJk1YWjwGozh0GcbrS1QmFyKijRs3apgGHBwcaObMmTRnzhxq2LChmvdFwe+VKSV5uRSWIUOG0MqVK6lz585FltHFXAOA7OzsqEGDBtSnTx/auHEjBQcHU05ODn8NlUolDRw4kGrVqkVmZmZka2tLbm5uVKtWLY26Hj58qPZ9w4YNWl/tUlJS6P333+fLLViwoOzviSUQHR1Nffv25c9lYmJCzs7O5OTkRObm5hrpCZs3b05KpbLC2sNgVFego8mlyhT6unXrNJTO3LlztUYg9Pb2pu7du1PdunWrRKnrU4pyW3RxcaEOHTrQmTNnqEuXLkUe7+npSS9fviQiouPHj2sts3btWrXvzZo1o4SEBBo6dCgBoNq1a9P9+/eL/QHl5uaqPTz0zcaNG8nMzIwkEgktWLCAoqOjNcpkZWXR48eP6fr16zRr1iwCQH/99VeFtYnBqK5Ua4WuVCrJ2tqaAJCbmxtZW1tT+/btqWPHjhrKqW7duhQUFESWlpZ6V6L6VNAFR5PawvO2atWKgoOD6Y8//ig2lIGdnZ1WZW9qasp/3759O6Wnp1NoaChNnTqV2rRpQ3Xr1iU/Pz8aNWoUbdu2Te14uVxOjRo1oiFDhtDx48cr8GenG7m5uSQWi8nExKTEB4uK7OxsPkxE9+7d6d69exXcSgaj+lCtFToR0Y0bN2j8+PHUo0cP6t27N/n4+Gi8Yvv5+RGQv8CnqkfWRYlMJqN+/frRo0ePaM6cOeTi4lJkWWtra5LL5SXW2bx5c+revTt5eHho7DMzM6MmTZqoXSuZTEaWlpYUFBRET58+JaVSScePH6c9e/bQn3/+SRMnTqQOHTrwD6C7d+9W0M9ON2JiYsjIyIiGDRtWquMSExNp7ty5ZG5uTnK5nPbu3VsxDWQwqhnVXqEXJiEhgX766SeaP38+HTp0iFdWzs7OFaqQhUJhlT0MCtrn7ezsyMbGptx1bty4UcPO/PHHH5OtrS2v/KtydBsdHU1OTk4kk8no4sWLZa7Dx8eHjI2NacWKFZSZmannVjIY1Ysap9D79OnDKyXVSEw1oiyrcjM2Ni71pGZ5ROVLrxK5XE7r1q2j5cuXl3isl5cXDRw4kIKCgsp8fhcXF+revTtNmDCBv655eXn8Nezduzc9e/asvL+tcjFz5kwSCAR06dKlctUTGhpKTZo0IQDUsGFDFrKA8VZT4xT6kSNHaODAgbRo0SLKy8ujXbt28YpKNboUi8Xk4uJCLi4uJBKJilVuJe0vq6hMHcbGxvTDDz/Q+vXryc3NTW1fQalVqxaNHj2aHBwciq3X0dFR69tC4QeaoaGh1uN37txJOTk59Ouvv1KdOnWoTp06VL9+ffrwww/5cLoGBgYasVwqm9atW1O9evX0UpdSqaQlS5YQANq8ebNe6mQwqiM1TqEX5MCBAwSg2nu12NjYUIMGDUo9YSsSiTSUt7m5udaygwYNKrYu1QTrt99+S0RELVu21Cjzww8/EADq1atXWX9P5SYnJ4dGjRpFAOj7778vtuz169dp5syZNH/+/BLfKFQ5anWdXGUwaiI1WqGrzC0qTxhtCrEoBVeZJpbixMrKSi828ZKSYohEIjIxMaHY2FhSKpX06NEjmj9/Pk2aNImWLl1Kly9fpsOHD/PlxWIxOTo6UvPmzemzzz6jhw8fluNnpjsbNmwgADRhwgTKzs4ustxvv/1GAoGAfzORyWS0ZcuWIsurokUOGjSoIprNYFQLarRCDwsL4xfmNGjQgHdXA/LtxCoTTFWJWCzWsJcXlhYtWtCiRYsqpT3169enRo0aaXWHbNy4MRERXbhwgb7//nuaMWMG9e7dm99va2tbrILVFwMGDCALC4tiFwZdu3aNBAIBde/enRISEig8PJxatGhBHMfRkSNHtB6jVCpp/PjxBIDCw8MrqvkMRpVSYxX64sWLeWUjFAqLdQOsCNHHqLo0UvBhJRAIyMvLizw9Pcnd3b1YU442ez0AjUBdDg4O9Mknn9DWrVuJKN9DpOD+wYMHU25ubnl+ayXy/PlzEggENGbMmGLLjRkzhgwNDSkpKYnflpaWRq6urvT+++8XedyKFSsIAN28eVNfTWYwqhU1UqEnJCTwisbNzY1GjRrFL6gxNjbm/a2LsjfrIhKJRO9K2dbWloyMjIjjODWTj729vdbyX331FX3yySdq0SbLKv7+/tSgQQOtbwxGRkZqZqtly5bRRx99RO7u7gSA2rdvXyneIXv27CEAtGfPnmLLDRw4kOrUqaOx/cMPP9S6XcWDBw9ILBbTlClTyt1WBqM6UiMVOhHR9u3bqWvXruTl5UXGxsZalZhMJlP7Xrt27QofSXMcV+SoWCVt27alJ0+eqMVCKSyOjo5kbW1dosmmsJiamqp52Kja1LdvX2ratKmGGapp06aUmppKFy9epAULFtCQIUPU9qsWax08eLCcP7WSSU1NJRMTE2rVqlWx5WbOnElCoVAj5ECvXr2ofv36RR6XnZ1N9vb21KVLF300l8GodtRYhV6QvLw8unTpEm3evLlIZV5axVicwi6pjGq1ZXGiUChKfAvw8fHROg8gEol0igPfp08ftVWkKrdJAGp29MjISJoxYwb16tWLmjZtqvFQdHZ2poyMjDL8vEpHSEgIASB3d/diy+3cuZMA0O+//85ve/HiBZmYmNDAgQOLPE71BrB9+3a9tZnBqE68FQpdRUJCAvn6+hKgfaFRu3bt9KLUK1rq1KlT7H6JREILFy6kMWPGlPtcp06dooEDBxZ5HgB04sSJMt2P0rJq1SoCSvYVz83NpTZt2hAAat26NY0ZM4ZsbW3J0NCw2IQcu3fvJgD8PAGD8bbxVil0onxvhilTphCQ79VR8G9lii4jeW3HKBQK6t27t9YAZBXVTmdnZ7KystIYnaukb9++Zb4fpeHZs2dka2tL9vb29OLFi2LLZmdn06JFi8jb25vMzc2pVatWdOPGjWKP+eeffwgA/fnnn/psNoNRbXjrFPq///5LQP5io/379/NKqVmzZsVGL9SH6BJQSxcpvMpTIBCQp6cn2draFnkOhUJBXl5e1LVrV2rWrFmZ/eyzs7Np+vTpBORHfuzZsyedP3++zPejtFy/fp0A0Pjx4/Va7927d8nAwIAaNWpEycnJeq2bwagu6KrQa0z6l2vXrgEAXr9+jS+//BISiQQAEB8fD3Nzc6SkpFTYuTMyMsp0nKWlJSwtLfHw4UOt9UilUn5fUaSlpSE4OBjBwcFlagMA9OnTBwDw888/AwB69OgBALhy5Qpu3rwJhUKB/v37w9DQsMznKAlbW1sA+RmQiKjIjEmlZcOGDUhPT8fevXtZqjwGQxetry8pzwg9OzubNmzYwCdpUMn8+fOpZ8+eZTaH6CLaRsUKhUItRnlR8uuvv1L79u0r9A1CF+nSpQv98ssvRe53d3evcH/0CRMmEAD67LPP9FLfpUuXyNPTk2xsbCgvL08vdTIY1RG8bSYXFSdPnuSV0AcffMAHZ9K3lBSDXSqV0ogRI/R+Xl3T05VFigsV3KZNmwoPQ6tKmScUCssV9TE0NJSfi7C0tKRjx47psZUMRvXjrVXoz549o9atW6spo7IsNLK2tq5w27s2kUgkZG5uTr6+vvTee+/xcWkqMqtSUcrdwsKCBgwYUKkJL65du0YmJiakUCjogw8+oK1bt5YqAmRMTAyZmJiQkZER/fjjj5SSklKBrWUwqgd6U+gAnACcAvAAwH0AE99snwPgBYBbb6RLSXXpQ6GryMnJ4Zd8A5p5NCsqfK4uYm5uTlKptFRKWiQSVUqbvby8qF+/ftS3b18+9nplR2EMCQmhTz75hA9T0Ldv3xKTPyuVSjpw4AC5u7sTx3F07dq1Smotg1H16FOh2wHwf/PZCMAjAF5vFPpUXU5CFaDQFy5cyCupwMBA+uWXX9Rs6GV1L6yqhwCQnwC68MKpipDXr1/Tq1ev+LmHqoolnpuby0fWnDZtGp08eZIePnxIERER9PjxY3r48CHdvn2bVq5cyce8cXNzo3379lVJexmMqkJXhV6ilwsRRQGIevM5heO4BwAcSjquonny5An/+fLly7h8+bLafkdHR0REREAqlSIrK4vfLhAIoFQqtdaZf92KRywWw9zcHAAQExOjc3tlMhlyc3ORl5cHqVSKzMxMjTJxcXFwcHCAUChETk4O0tPTS3UOXejSpQtCQ0Px/fffY8+ePWjWrBlatWqFyMhI3Lt3DyEhIeA4Dj179kStWrX0eu7CCIVCzJw5E9evX8fixYuxePHiIsvWrVsXv//+O0aOHAmpVFqh7WIwaiqcLkqML8xxLgDOAvAGMBnAcADJAK4BmEJECVqOGQ1gNAA4Ozs3Cg8PL3ejgXzl+/z5c0RHRyM+Ph4eHh4IDw/H+++/D6BoxS0SiZCbm6uXNgDAF198gX///RfJyclISEiAg4MDXrx4oVHOxcUFjRo1wsGDB0FEqFevHqKjoxEVFaW3thTG0NAQWVlZyMnJ0dhXr149PHjwoNjjw8LC4OLiUkGtUycyMhIhISGIjo5GRkYGpFIphEIhRCIRGjRoAE9PT725OjIYNQ2O464TUUCJBXUZxr9R+oYArgPo8+a7DQAhAAGABQD+LKkOfZpctPHBBx8QUHFJLpo0aUIcx5GxsbGGfdzb25uEQiEdPHiQj2aoL/Hw8KBatWrxXiq6xHspyVtGlwnh/v3709dff03btm1TC2nLYDAqF+hoctFphM5xnBjAfgBHiGiJlv0uAPYTkXdx9QQEBJBqgVBFcObMGQwcOBAxMTEQCoXIy8sDABgZGUEgECApKUnrcQqFAmlpaeU6d8HzqZDJZFpNK4WZPn06Xr16hTNnzqBNmzb4559/kJGRUeSbhIWFBV6/fl2u9qoYNmwYhEIhHj16hIsXL0KpVEIoFMLX1xcvXrxAbGws/6azd+9edO/eXS/nZTAYuqPrCL1Ehc7lv+euAxBPRF8U2G5H+fZ1cBw3CUAgEX1QXF0VrdCDg4MxZMgQ3Lhxg9927NgxHD16tFj7bHkxMjLSulLVysoKjo6OSExMxKtXr9CxY0fs27cP2dnZGmU5jtPJhq9PmjZtihcvXiAvLw+Ojo7o0KEDevbsiZMnTyI8PBxyuRxpaWlYuXIlAMDd3R0hISGV2kYGg6Ffhd4CwDkAdwGojNKzAHwIwBf5r+fPAHyqUvBFUdEKvVmzZvjvv//Qtm1bnDhxAgBgY2MDjuMQHR1dYeetLPRt/2/bti0ePXoEgUAAExMT2NjY4M6dO4iJiYGpqSnS09MhFArh6uqKQYMGYeTIkfwSfgaDUXnoqtAFJRUgovNExBGRDxH5vpGDRDSEiBq82d6jJGVeGahikZw4cQJSqRRjx45FTEwMYmNj4ebmplZWpcRkMllVNLVM6FOZd+3aFZcuXUJERATCw8MhEolw/vx5ZGdnw8PDA4mJicjOzkZGRgaCg4Nx8uRJWFlZ6e38DAZD/5So0GsShw8fxuTJkwEAWVlZWLFiBW/KePr0qVpZpVKJpKQknWzcFY1QKKyUB4uZmRn/+cCBA0hPT4ednR0A4MWLF4iIiIC1tTVvVunatSumTJkCADh58iQOHz5c4W1kMBhl561S6EKhEFu3buW/i8Vi1K5du8Js0+bm5hCJyh+wMi8vr0IfLEKhEACQkKDhVYqoqCh4eXkhLS0N5ubmmD17NoKCgmBubo4DBw7gp59+gkAgQPfu3dG0adMKayODwSg/pfJDLy8VbUMHgP3792PVqlWIiIhAbGwsoqKiYGJioubhog9btFgs1urfrSvavGK0UdSEa3lR+ekPHjwYmzZtgqurq9pbDBEhLi4OycnJsLGxqdDQugwGo3j0ZkOvaXTr1g379u3DrVu3sHfvXshkMtSqVQunTp3iy/zzzz+wtrYu13mKU+YSiYQfFRdFQfNHcVRUnHeVK+LFixfRqVMnhIWFoXPnzvzbDMdxsLKyQu3atZkyZzBqCG+dQi/Ib7/9hszMTIwdOxY7d+5E/fr1AQB9+/ZFbGxsqesTi8V8Yo3iyM7OLnH0HRcXV+rzq+A4DoaGhjAwMChzHSrCwsJ4U0xBd08Gg1HzeKsVeuvWrWFgYICxY8fit99+w/379yGXy+Hs7Ky1vKWlJRQKRZH15eTkaPUh1zf29vbF7icipKamIj09XS/nU4UfcHBwwIYNG9Ri3wBAcnJykYuyGAxG9eGts6EXJjk5GTt27MDIkSP5bcUF6KpILC0tYWRkhLCwsCLLVNYCI23XQLWy1cfHB6dPn+bNQoGBgTAxMcHRo0crvF0MBkOTd9aGXhhjY2NcuHCB/wxATZFJJBIIBPq5DCVFAYyLiytWmQO6RXzUB9oeaJmZmahVqxbu3LmDTZs28dsXL16MiRMnIioqqtJXszIYDN156xU6ACxcuBBjx47lTQlisZjfZ2lpqbfRemFTRWnQVyTB8jycGjVqxK+o7dmzJwDg+vXrmDhxIrp16wZ7e3s0a9YM+oqYyWAw9Ms7odBtbGywfPlyPHz4EEC+LXzYsGEA8rPQVyRisVinRUP6ivFdnofT9evX4eHhASDfWyg0NBQBAQG4desWlixZgsWLF+PmzZv48ccf9dJWBoOhXypVoT979qwyT6fBkSNHAAA9evTQi4eIgYEBjI2NoVAoinRTzMnJ0WnRUHVYsQr8f+IQiUSi1qZ69erhww8/hFKpRGpqalU1j8FgFEOlKvSq9mf28/ODk5MT9u7dixUrVgDIjyCoMi8UxtDQUM08U5j09HQkJycjLS1Np0VCZaV+/fo6rUg1MzODXC4v17kyMjIAAEuWLEFISAgfA8fIyAgmJibw9vbGunXrMH/+fGZPZzCqG7oETdeX1K5du8wB3vVFTk4OHThwgMRiMQGgqVOnqiV1qOy8okZGRlWey9TExIT/7Ovrq7bP3t6e/vrrL/767du3j993+fLlqruRDMY7BHRMcFGpI/SwsDC9+U6XFZFIhC5duqBVq1YAoObNAVSel4mKlJSUKh/pFvQxf/78udpbSUBAAAICArBu3TpwHMcnuPjqq6/QqFGjSm8rg8Eomkr1Q/fx8aE7d+5U2vmKIzo6GjNmzMDWrVuRlZUFY2NjJCcn65xlqKKp7IQXcrkctWvXxr1799CxY0cEBAQgPj4e//zzD/Ly8jQWFrm6uuLTTz/FmDFjYGJiUmntZDAKEh8fj6SkJBgaGvIB5lTuyW8Tes8pqg+p6JyiZeHVq1e8CcHKyooAULt27ahWrVpkZmZWYWYOiURS7H65XF6hJhYLCwsyNDQkCwsLfnujRo0IAB05coS/Ps+ePSMAZGlpSd999x3t3buXpk+fzh/TuHFjUiqVVXgHGe8aycnJNHXqVLK1tdX6+96/f39VN1HvQEeTS/ljv9Zwtm/fzn+WyWQQCAQ4fvx4meuztbWFWCxGYmJisYG1vLy8kJiYiPDwcI2ROMdx/ORkWZFKpcjKytI60leNtsePH4/09HSsXbsWQL7bIgAcPXoUHTp0AADUqlULEyZMwKpVqzBz5kyN87i4uJSrnQxGYeLj47Fp0ybcvHkTdevWxaRJk9Rcf9u2bYurV68CABo3bgxTU1OcPn2aD5hX2ny7SqVSb4sLqxxdtL6+pDqO0G/fvk1NmjQhX19fat68udpkoOrzkCFD+M8ODg78hGphEQgE5OLiQtbW1iWOksszEeru7k6urq4kEonKPVo3MDAga2trsrCwIKFQSMbGxnTlyhWN65ScnExHjhyh1atX0+bNm+nWrVuUmppaBXeM8bbToEEDtd/ojBkz1PYvW7ZM43cslUrJzs6OevfuTRkZGSWeIy8vjxYtWkTW1tZkaGhIf/75Z0V1Ry9AxxH6O6/QC6IyL7ztUvCB1LZtW7V9I0aMoMzMzKq+FYx3mL1795KDgwM5ODhQkyZN6OHDh1rLxcfH0/379+n+/fs6KfGC3LhxQ+13L5FIKDc3Vx/NrxB0VejvvMmlIJcuXSrzsVUV8Kss5OTkoFOnTjh8+DBOnDgBoVCIzz//HCEhIfjrr79gbW2NRYsWVXUzGW8pRITIyEhwHAdLS0vk5ORALpfzay26d+/Oe1MVh5mZmc55BQrj6+uLDRs24ODBg8jMzMSoUaP4xYF37txBVFQUWrZsWe51HZWOLlpfX1LdR+hKpZKOHDlCDg4OvDmjKPNKTRWVOUgoFKpt37p1K3Xv3p0AUL9+/ar6VjDeUi5cuED16tXT+ts8dOhQVTdPzbwKgB48eFDVTSIi3Ufob8lMgH7gOA4dOnRAkyZNeFe8nJwc2NraVsr5jYyMSixTUiakklAl9ii4srVJkyY4fPgw9u3bByA/yFjBDE8Mhj6IjY1F586d8eDBA8yYMUNjf3x8fBW0Sh1VcDoViYmJVdOQMvLWx0MvC/7+/sjNzUWLFi2wdetWrcmVtaFQKJCWlqaxXSQSwcDAAMnJyfpuapEYGhoiNTUVUqkUAQEB6Nu3L8LCwvDrr79qLa8tx2lYWBjzYmHojeTkZDRp0gQhISEA8v9ftmzZgm7duukt2mh5SEpKwo4dO7Bt2zbcvn0bycnJkMvlICJkZmbCyckJrVq1wujRoxEQULJLuD7R1Q+dKXQtbNy4EUOGDOG/e3t74969e7C1tUVGRobaIht/f/8qTd3m4uKCNm3a4ODBg4iJiSmyXJ8+feDs7Iw//vijyOBaqnkAQ0NDdO/eHX/99ZfeokAyGEC+Ul+1ahVevXqFoUOHwtvbu6qbBAAICQnBe++9h/j4eDg7O6NFixawtbVFZmYmjh8/jtDQULUBz4sXL0rMLKZP2MKicrJkyRICQM2aNdNq76tVq1al2r4LxlspqxRerCQQCPjPCoWCANC5c+foxo0bFBoaWtW3gMGoND755BMCQC4uLpSVlcVvnzdvnsb/kZOTE/3666+0fPlyOn36NGVnZ1d4+8DcFsvHtm3b1CYRtYk+gmoV9HevCCmoxO3s7DT2u7m5EQAaP368xr5du3ZV9W1gMCqFCxcu8L/769evE1G+k4Qua0oA0NGjRyu0fboqdDYpWgT9+vXD+vXr+dVnhZNUGBgY5D8Ri8HR0bHE81R0go2FCxfizz//ROfOnflk0AV5+vQpAGDv3r0a+yIjIyu0bQxGdSAmJgZ9+/aFsbEx3Nzc0KdPH+zduxccx+HChQtYvXo1lixZglmzZmH69Ola7efVxYmA2dBLwMfHB/fu3UODBg1gZGQEqVSKkydPVnWz9IoqMFlgYCD++OMPCIVCGBgYoFatWlXdNAajwlm3bh2GDx8ONzc3foDTsmVLCIVCXLlyBXK5HAKBgPcQEwqFGDFiBNzd3SGTyeDn54fmzZtX6MSurjZ0trCoGF6/fo27d+/Cy8sL9+/fR/369SvNhdHc3LzS3Lhq166Nmzdv4vLlyxgwYACuXr0KhUJRKedmMKqagIAAGBgYqP2/3b17F0SEjz76CHfv3oVCoUDbtm3h6uqKRo0aoXbt2lXY4mLQxS6jL6lJNnSifBtax44dCQC1bt1azWZWu3ZttQnFoiK/aRORSKSxsKcyRSaTaWz78MMPydXVlQDQypUrq/rSMxiVypkzZ8jGxob/f7CwsKBr167Rnj17+G0HDhyosvaBLf0vH0qlEkuXLuUjt4nFYnz//ffYu3cvLly4gNDQUL5sWlqaVv/zosjNzS1X22xtbTUWQJSGzMxMcByHHj16QCAQwNLSEkZGRggLCwMAvHr1qlztYzBqGi1btsSTJ09w4cIFJCcno0OHDjAxMYG7uztGjhwJOzs7PimOrkRGRmLDhg04e/YsHj16BHNzc0ybNg0DBgyooF4wG3qR/Pzzz5g8eTIaNWqEzMxMJCcnY/r06Th27Bj27NlT6vqqOtaLkZERZDIZzMzM8OjRI1hYWKBz584A8h8wx44dw+vXryESiZCbm4v//e9/mDdvXpW1l8GoyVy8eBHNmzcHAHh6esLc3BwXL16EnZ0dIiMjSx2uV1cbOvNyKYLbt28DAKZPn4779+8jIiIC3377LWbNmoWPPvqIL6eaMCmJqg7clZKSgrS0NAwaNAjdunVDXl4eTp48iVOnTuHAgQP8m4jq7WHnzp1V2VwGo0Zz7949/vOrV6/w4MEDGBoaYtu2bRUae52N0IsgMTERZmZmGDRoEC5duoTnz59rLI0H8hNVBAcHV3h7jIyMwHEcsrOzKyVFnoeHB7Zu3QpfX98KPxeD8Tby/PlznDhxAhcuXMC9e/cgFAqRlZUFFxcX9OvXD3379lXL31scbKWoHjAyMqK6desWOblobGyst4nKqpwkVUmfPn3I2NiYpFIpH22yU6dOFB4eXtW3gsGosWzatEnr/1urVq10rgNsYVH5GTlyJB4/flykq2JycjLatWuH7t27lzsKYlUHJ/L29oatrS0aNmyIrKws2NraokWLFjh8+LBOsakZDIZ2goKC0LNnT9SpUwdGRkawtbWFTCbDJ598ovdzMYVeBEQEQ0NDAPkLb/z8/LSWO378OPbt26fVHFOQkuxm5fF8MTAwKPOxKu7du4fly5fj3LlzMDMzw9ixY3H+/HkA+QH/mzZtipUrVyI9Pb3c52Iw3iWcnJywe/duzJ49G82aNYOZmRm8vb3x4MEDDfMpEeHXX39FgwYN8Nlnn5XevKrLMF5fUpNMLuvWrSPg/2O5qHJ4dunSRcOXu3DQK21S1rgvlpaWejWraGtHcblJRSIR1a9fXyPP486dO6v6FjEYNQaVPrG1taW+ffvy/0eFk3okJyer/Z+dOHGCiJjJpdzcvXsXQL53CJAf+D43NxcnT56ERCJRM8NkZGQAANzc3NCwYUM4OTlp1EdlnHyOi4sr03FFoa0dxb0d5Obm4v79+2jXrp3a9i1btui1XQzG24zK6yU6Ohr79+8HAPj5+Wn8XxkZGeHly5c4e/Ysbty4AbFYXCo3aeblUgQ5OTlo3Lgxbt++DbFYzAfpKgkTExM+iE9Fo1AoQESVYgbp0KEDjh49CgBwdnZGz549MXLkSDRs2LDCz81g1HSICJcuXcLx48eRmpqK+vXro2/fvrxZVxuTJ0/Gzz//rPrKElyUh7t37yIgIAC5ubm8D7mXlxdMTEwQFxeHx48fV9i5dYnjYmRkxL896ANjY2Pk5uaqPRw4joOBgYHaKli5XA57e3tEREQAAB48eAA3Nze9tYPBYOTz22+/Yfz48QgMDMTly5fZwqLysHLlSmRnZ6stCAoODsalS5dKpcxVmcxLgy5BufShzBs3bsx/Tk5O1hjpE5FGSIOMjAyEhoZi+vTpyM7OxvPnz8vdDgaDocnnn3+OvLw8/PvvvzofwxS6Fu7evYvly5fz31UJo7VhZGQEPz8/fPvtt2jcuLGG+2J547aUhbp160IulxdbRqFQ4OrVq2Wqv3nz5ggPDwcArF+/Hn/88Qc/58BgMPTH0aNH0bFjR90P0GXmVF9Snb1cMjMzadGiReTt7a3h6aEt009h0RbBsDgpmP5NnyKVSstdty4eOY6OjtStWzcyMDDgt/Xr14+USmVV30oG461hxIgRqv8v5uVSGoYPH44ZM2ZonWDUlumnMIX9RUvyO6+o2C5ZWVla6xYIBDovM1YF7SqOyMhItGzZUi17y44dO5CQkKB7YxkMRrF88sknWLt2rc7lmUJ/w7NnzwDkK8TCFLQ1W1hYwMzMDCYmJlAoFDAyMtKqvKs6GFdhlEqlzp46Bw8e1KlcRkYGzp49y3/fvHkzzM3Ny9Q+BoPx/5w9exZNmzZF8+bNsX79ep2PK1GhcxznxHHcKY7jHnAcd5/juIlvtptzHHeM47jHb/6alaP9Vc6xY8ewaNEipKamQiwWo0GDBnB2dsbatWvVRu2vX79GQkICkpKSkJaWhpSUlGqnvCsCoVAIMzP1Wzx79mwA+RO/CoUCgwYNwq5du6qieQzGW8Mvv/yCVq1a4eXLl5gxYwYfCVUXdBmh5wKYQkT1ADQF8BnHcV4AZgA4QUR1AZx4873GYmhoiOnTp2Pnzp3IycnBy5cvMW7cOEREROD+/fsVem5dTCHljRWjC8XFk8nLyyvSnJKbm4u0tDRYWFhg5cqVSElJKfNCKgbjXeX58+eYM2cOJk2aBAC4du0a3nvvPT7PqS6U2g+d47g9AH57I62JKIrjODsAp4nIo7hja4Ifem5uLn744Qds2LABDx8+BFC+5BS6HKtKKlHT8fPzw82bNwHkPxzc3NzQpEkT+Pn5oWfPnnB3d6/iFtYMLl26xM/nrFq1Cv7+/lXdJEYFERISgm3btmHr1q0IDg4Gx3Fo3bo1WrVqBRMTE0RGRuLJkyfYs2eP/sPnAnAB8ByAMYDEQvsSSjq+Onu5aOPChQu8B4cq32BpYrKUJiRucfFUihN7e/sK8ZbRh0ilUj4WjpmZGT169Kiqb2mNoGBuy8aNG1d1cxgVwIYNG9T+V1q2bEk//vgjhYaGEhFRu3btCv8/6dfLheM4QwA7AXxBRMmlOG40x3HXOI67VpNyVSqVSnz66acAgJkzZ8LU1BQASmVKKCkCY0HKMkIXiUR4+fJlqY+rLLKysmBgYID169cjOzsb9evXR+PGjfG///2vzD7w7wKXL1/GypUr8euvv7I5ibcQIsKECRPUtpmYmMDExAQ5OTl49uwZZs6ciQEDBqB9+/awtLTUuW6dTC4cx4kB7AdwhIiWvNkWgrfQ5KIiPT0dbm5uiImJQa9evXDkyBFkZGSgTp06iImJgUQiKXKyguO4EhW/iYkJkpKSKqLpNYbp06dj0aJFVd0MBqPSefXqFc6dO4ewsDAEBwfj1KlTfJL2wlhbWyM2NlY/sVy4/JmydQDiieiLAtsXA3hNRIs4jpsBwJyIviyurpqk0IF8j5bhw4dj//79WLduHfr27YsdO3bgiy++gFQqRUxMjMYxcrmcj75YUVhYWJRq5rsiKev8gkKhQFpaGp48eYLatWtXQMsYjJoDEeH27du4d+8ecnJyIJPJIBaLoVQqERcXh88++0wnha5LoJHmAIYAuMtx3K0322YBWARgG8dxI5FvV+9fxr5UWywsLBAbGwsgf6LKzMwMXl5e6NatGzZu3KhRXigUlluZSyQS1KpVCwYGBnyi6sJUljIXiURQKpWQy+UaMV1UKJVKCAQCSKXSUvU9OzsblpaWxUabYzDeFTiOg6+vr9YcvqUxT5ao0InoPICi/Nna6nymGoqzszOuXLmClStXYuXKlfx2qVSqsQgpLy8PEokE2dnZats/+OADNG3aFBcvXsS+ffuKVXzZ2dno2bMnpFJpkQq9vNjZ2fE2+8zMzCIDfeXl5WlEW9SGUqnUWZk3aNAAQqEQt27dwsmTJ2FjY1O6xr+F5OXl4eXLl7CzsytTMDfG203BhY0losvMqb6kpnm5EBHFxcXR4cOHKTQ0lL744gt+1vnXX3+lpk2b8t+nTp1Kcrm8SM+WevXq8Z+bNm1KrVu3LjYBdVGii+eMRCIpsW6ZTFbmLEq6iq2tLXXu3JmP96L6q8rYsn///qq+vVWKUqmk77//nsRiMQEgPz+/qm4So5oCHb1cmELXkaioKAJALi4u9Ndff5G5ubma8ioYpKokcXJyIj8/Pw2lq1Aoyqw8y+r2WFaRyWRkampa4nmdnJw0Hkaurq4EgLZt21bVt7VKefr0qcY1zcnJqepmMaoRSqWSli5dqrNCZwkudCQkJAReXl5QKpVo27YtTpw4AQAICAjA48ePUa9ePYSGhvIxU5KTi/bsfO+997B69WrUr18fly9fRtOmTflJQjc3Nz40LcdxkEqlJZo8ikIXbxttGBgYoF69erh+/XqZzluYggk7RowYgatXr+L169cIDw/XOWDY28qdO3dw9uxZxMXFoVOnTnB1dcXBgwfx8uVL+Pv7o1OnTsWu4GW8/RARBAKB/hcWlVdq8gidiOj27dv06aefaiRMBkDr1q1TK5uSkkLnz58vduQ6ePBgfuFNWcXY2Jgf2YtEIvLw8CBTU9Miy3t5eVXoyF0gEJCVlVWRIXwbNmxIXl5exHEcRUZGVtGdrJ4sXLhQ43qtXLmyqpvFqAaAhc/VPz4+Pli5ciXu3LmDpKQk3L9/HxKJBH5+fnB2dsbly5cREREBIoKhoSGsra3h4uKitS57e3t069aN96JRYWtrCz8/P7z33nvw8/MDgCLrAPLTVDVt2hRA/uKkkJAQfhGUioJxYIKDg0vf8UIUF1dGqVTi1atXRboy3r59G8HBwbC2ti7T28PbjLaJ5ZLCMDMYBWFT6mXE2NgYXl5e+Oabb/DNN9+gTZs2/L769etj+PDhmDZtGoB8z47CGX1cXV1hb2+vUe+KFSvQq1cvAPkeKIaGhrwJpiBDhw6Fl5cXRowYAZlMBi8vL2RkZCAhIYEPBayiNCtWS8LAwKBcSallMhkyMzNx48YNrf1/lxk2bBgEAgHOnz+PzMxMNG/eHIMHD67qZjFqEroM4/UlNd3kUhQvX76kY8eO0YEDB2jp0qX8pF/jxo1JKpUW6U3y/fffU1ZWFkVHR1NycjJlZGRQfHw8EREdOHCAmjdvTnZ2dsVOPLZp04bi4uIoNzeXEhMT6ejRo/xk66effkrfffedXk0q5fGMsba2pvHjxxMAGjNmTBXfterF6dOnSSAQEMdx5O7uzpvGxo4dW9VNY1QDwEwulYednR3atWuHLl26YMKECThz5gwAIC0tDVlZWUWaFkQiETiOQ1ZWFpKSkrBgwQJ88MEHePXqFbp27YoLFy4gKioKubm5WLhwIRo1agSRSASRSIS+ffvi0aNHOHHiBBYvXgyRSARTU1N06NABCQkJmDp1KpydnbF582a99pXemJMK0rx5c9SuXRsKhaLYY1u1agWZTAYgPwn3ux76oCDz5s2DUqlEp06dMHnyZHzwwQeQy+UsAxSjdOii9fUlb+sIXRtvXI3Iz8+PHBwctI5YLSws1CYPDQwM6MMPP6SMjAyaP38+2dvbk7W1NX377bf0/fff82VUx0yaNIm++eYbjXrt7e2pTp06BOT7gqv8nEsjtra21KRJE/67mZlZkWVLE1USAHXs2JEOHjxY1beoWhESEkKDBw8mQ0NDtd/HrVu3qrppjGoAdByhMxt6BdGyZUsAwJMnT3i3wzdBdvgyhZfwp6enY8uWLWjVqhVCQ0MhFArx8uVLLFq0CE2aNOHLAPkxY37++We14xs2bIj+/fvj+vXrSElJwdSpU/Hs2TNs3bpVw65ekLp160Iul+POnTv8tujoaERHR/PfixspltZGL5VKUb9+/VId8zYTHx+PdevW4ezZs0hNTeW3v379Gr6+vnB1dcWNGzc0JrsZjMIwhV5B/PXXXwCgtqy+sEdLUaxcuRK3bt3iv6enp+PBgwfYvHkzNmzYAJlMhhMnTmh4Rdy+fRvXrl2DUCjE+fPn+YdKScvJHz9+XOQ+FxcXjYeBhYUF5HI5IiMjdeqPCjMzM7Rp0wa7du3CvXv3EBISUqql7pmZmdi9ezdCQkLw6tUrGBgYYOjQofD29i5VO6oT27dvx4ABAwDkT54PGDAAP/30k1qZsLAwxMfHM4VeA1Eqlbh27RquX7+O8PBwGBoaYuDAgXB1dcW9e/dw584dpKWlwc/PD4GBgeVec8AUegUREJC/BqBwNMLevXvD1dUVRIQnT57g/Pnz/OhXLBaja9euSElJgaGhITIyMqBUKuHg4ICsrCzs2rULBw8eBBEhKioKFy9eRHZ2NkxNTdGwYUPY29vj+++/x4IFC2BkZMSfs6hY666urjAwMNCaYs/DwwMhISFaR/ZlDQ6Wl5fHx/e2tbVFXl6ezgo9OTkZ/v7+CA0NBZA/ys/NzcXy5ctx/fp1eHgUG7m52lLw3ty9exd3796Fubk5Nm7cCE9PT5iYmMDMzIwtLqqBvHz5Eh06dOD/vyQSCXJycvD1119rXfSniuZaLnSxy+hL3iUbOlG+54K7uzsBIF9fXzp69Cg9f/6c2rRpo2ZTtrOz02prXrt2Ld29e1fNrr1u3ToCQFeuXNE439q1azXqMDExIU9PTwJAbm5uNHz4cKpfv36x9nC5XE4fffQRDRo0SK8eMpaWlgSA6tSpQ7GxsaW6lvv37ycAFBAQoFHvrFmz9HXLKpW8vDy6fPky/fbbbzR58mQaNGgQ1alTh2xtbcna2pqcnJyoYcOG1L59e+rXrx8dPXq0qpvMKAW9evUiADRx4kR6/vw5KZVKtf9nlSxfvpz/PGLECPrtt99o//799OTJE74usFgu1YP09HTq06cPcRxHs2bNoqCgILWbGRQURM2bN+fd+iwtLUmhUJC1tTUNGDCAX53q6+tLv//+Oy1YsIAsLS3J0NCQTE1NycvLiyZMmEARERH08OFDCgwM5CdPZTKZRswZlTg4OFBgYCCvZLUp9tIoa5FIxLvdiUQisrCwoBEjRmgty3Ecvf/++6W6jq9evaLWrVsTAH4lrCp+zq5duyro7lUc4eHh5OvrW+qHYkJCQlU3naEjW7duJblcTgDo999/JyL1QZeRkRG5urrSli1baObMmdS2bVuN/9fAwEC6dOkSU+jViVevXlHv3r3VPFqkUikpFAqSy+W8YlIoFOTm5qbmd+7j48PXM3/+/CL/0Vu1akV79uyhQYMGUZ8+fWjKlCn0999/F6uAHRwctCrurl27Uu/evcnExETrsc2aNSu1wtcmKp97XVEqlbR7927+rQcAffzxx6RUKvV9yyqc4cOH833o1KkT/7lHjx7UqFEjql+/Pvn7+1NQUBB16dKFunXrRmvXrq3qZjNKyevXr6lFixZkbm5ORESJiYm0cuVKGjt2rMb/w549e+jly5e0aNEiWrRoEe8p90ZYcK7qRlxcHD9x+fTpU7x48QK3b99GbGwspk6ditmzZ0MikWDy5Mn4+eefERAQgEmTJuH+/ftITk7GwYMH8fTpU53P9+WXX+L8+fO4ePEiAMDU1BTff/89MjMz8ezZM0RERPDhCgqjLRORpaUliAjJycnIyckpdf9VseKNjIyQkpKCb7/9FjNmzCh1gK68vDw8fPgQUqkUtWvXrpH25ZcvX2LZsmU4deoUnj17Bnd3d4wcORK3bt3Co0ePkJiYCCsrK0yYMAFt2771aQfeaj755BOsXbsWDRs2hEwmQ4sWLfDHH39orMN47733cOPGDWRmZgIADh48iKFDhyIuLg4AWHCumkJeXp7a90OHDmmMpgGQs7MztWrVit9uYWFBXl5eJJFICMgPv6rryFkmk1HdunWpV69e1LNnz1KNrAuuFjU1NVXznS5uVevjx4/59nt4ePDb169fX0VXvmq4ePEi9ezZkzw8PGjgwIH86lmV+Pn5Udu2bQnInwPJzc2t6iYzykFiYiLNmjWLunTpwpsNR44cSd999x2NHTuWmjZtyudWaN++PR05coSA/LmhkJAQmjNnDjO51HTCw8Pp77//ppUrV9KePXsIAHl6epKbm1u5TR1FiYmJiZo5AwCNHj2a5syZozUqZEHFHhQUpHFsQdm7dy9t3LiRf/i89957/L769evXSLNJWTh48KDGtSkcAdPExIS3pTo7OzOF/haxfft2AkD9+vWjp0+f8g4L9vb2NGLECMrOzqYXL16QQCCgPn360IsXL2jmzJk6K3S29L+a4uzsjGHDhuHTTz/lcwqmp6fj6dOnsLOzK3V9zZs3h5eXV7FlkpKS8OjRIwD5ERXFYjFOnTqFhw8fQiwWw9/fX608FTDXnTt3jj9WG48fP8ZHH32E7OxsPuSBKv3c/fv3UadOHaxZs0atzreRwmkLvb298e+//2LFihX44IMP+PvUqVMnLFmyBHfu3Ck2uiWjZqFyA379+jXq16+PiIgIHDp0CC9evMCff/4JsVgMe3t7zJs3D7t27YKrq6tGYL9i0UXr60vYCL1sXLx4kaRSKUmlUg2Tikwm4z8bGRlRYGAgGRsbFxmPvKBYWFiQiYkJNWvWjBo1alRhI38ANGrUKH50XlisrKx41813IYtRUlIS/fvvv/TFF1+Qt7e32huPynwlFArp0qVLVd1Uhp5JTk6mnj17kqurKw0dOpSeP39eZNkLFy7QtGnTaMmSJczk8rZx69Yt6tmzJ68UHR0dac2aNWRsbFzhuUFLEmNj43LXoXLn/PPPP9/aNGy5ubl0/fp1ysvL4+2kQL530zfffENnzpyhc+fO8R4wf/31V1U3mVFN0FWhMy+XGkZWVha+/fZbLFy4EE2aNMGVK1cgFAr1GvNchUgkKnKVqQqV54quFPaeUR3v7OyM2NhYZGZmQqFQoGvXrhg1ahTatWtX5vYXBxHh0aNHePbsGR8R8/Xr15BKpXj48CFOnjyJlJQUODk5wcHBASkpKQgICMDnn38OqVRapnOeOHECAwcOxM8//4yePXvi22+/xenTp3Hr1i2N+9exY0ds2rQJFhYW+uguo4bDcRzzcnlbyczMpCFDhhAANT/24kRlqpFIJNS/f/8izR/apCzRGnUVjuM0zEimpqZ8dMelS5fq5ZoplUq6du0a/ffff7R+/fpiV8sKBAJ67733qEePHuTj40M2Njb8vs2bN5e5DXl5eXTw4EHKzMwkovy3rs6dO6u9YSkUClq1ahVNmjRJrU2BgYGl9ttnvD2AmVzefs6dO0ft27cnADRu3Dj67bffqEePHgTkL1zq0aOHmkuhSoyMjEq1MMjJyUlDqRfnnqgPmTt3LgH5HjBlYdeuXeTj40O1atWi+fPna+RZrVu3rtqqvEWLFlFYWBjdv39f62rMZcuWEZDvSvbDDz/Q/Pnzac2aNXTs2DEKDw8vdftevXrFz3PMmDGDdu/eTbt37yag6LyvO3bsKNO1YNR8dFXoLDhXDaZFixY4dOgQ6tevj+XLl6Nfv34QCATw9/fHzZs3sXfvXq3HpaSkwNPTEzExMRphcY2MjJCTk8MvbgCgdeFRSaaY8lCrVi0+dO/9+/cxevRo9OnTBz4+PjqlrTty5Aj69OmDunXrIiUlBf/73/80ytSrV0/t+vz3339wcnKCjY0NDAwMcPbsWZw+fRrx8fFwc3NDVFQUAGDhwoVaz2lpaalaAAIA2L17N3r27FlkG2NiYnjT07lz51CnTh28fPkSADBlyhT06tULjx8/RkpKCqRSKWrVqgVnZ+cS+854x9FF6+tL2Ai9YkhKSqKxY8eSnZ0deXl5qY3w5HK51iX8W7duJaL8xApWVlZFmkO0bdeXFBVnBsj3xf777781AoT5+vpSdna21utw9+5dWr9+PXXu3JkAULdu3eirr74iADRw4EC1epydnWn27NkltrGka/DNN99Q//79NbYvX768xPsWGRlJ33zzjcaIvEGDBuTt7U0ODg5kbW1NjRs3pq+++oqZXN5hwEwu7zYvX76k9evXEwAaMGAAbdu2TUPp7Nu3j1q2bKlXE4qlpSX5+/sXu8gI0C34lzaF6+joqOYFk5aWRkuXLiV/f3+NsmPHjqXNmzdT7dq1SSKRkJmZGdnZ2ZGHhwfVrl271H3TNpewb98+WrBgAQGgQYMG0YoVK+jQoUO0f/9+Wrt2LR05ckRjJbCKe/fuUd++fXV+6I0aNaqyfj6MagZT6AwiIuratauaEjUyMiKFQkGmpqbk4eFBgYGB/Aje09OT1q5dS9OnTy9SwahWtpUkuvjBlyQzZszQuv3LL7+knJwcevHiBZ9qz93dXW2it1atWvTTTz/x31WTyKUV1Qi9ZcuW1LVrVwoKCiJvb29q2LAh9e7dmz7//HMaPXo0BQQEqK0JKCiTJk3SuC8hISHFKm9tYmhoSBYWFiQUCsnAwIACAwNp06ZN78wq23cZXRU6s6G/5ezcuRPHjx9HYmIirl+/jv379yM+Ph7W1tZwcXHBoUOH4Onpibi4OIhEIkRFRWHs2LEQCoUwNDTUCCAUEhICDw8PmJmZQSAQ8IG/ClM4sFdRFHZjdHFxwWeffYZZs2Zh0aJFGuXt7e3xww8/wNPTE2fPnsWTJ0/QuXNnREZGqrlPhoeHIygoCJ07d4adnR2GDx+O8+fPIzExEXK5HG5ubvD09ET9+vWxZs0aBAcHA4BWF1BVBijVPw3HcTA2Nsbt27fVygUHByM7Oxu//PIL7t+/z6+81Wb7dnZ2xsSJE3HmzBn4+/tjzpw5+O+//3Dy5EkkJSVBIpHgyZMnuHLlCpRKJdq0aQM7OzvIZDJwHAcDAwMcOnQIgwcPhrm5OTp16qTT9Wa85eii9fUlbIRe/VB5wdjZ2ZGpqSn5+PgQkB9rvH379uTn50cWFhYEgOrVq0e1atUiBwcHql+/fpHJr8srBQN3qcTFxUXt+19//UUPHjzgXQpnzpxJRkZGamX69etHw4YNo2nTptGoUaOoadOmVK9ePWrRooVaufKYmzw9PWnw4MG0fPlyysvLU8XdIADk7e1NkyZN4t0UiYiys7Npz5499Ouvv9K1a9eIKH9FoOoYQ0NDcnR0JAsLC/L19aVJkybRmjVrKCQkhIjyvW0cHBwoNDSUBg8ezF8LxtsNmMmFoQu3b9+madOm0ciRI2ns2LF8EC6FQkHGxsZkZWWlVXGvXr1abaKxQ4cOelfsMpmMmjZtSk2aNCFnZ2fy9PSkhg0bkpWVFaWnp9P27dvJ3t6exGKxmmnpyy+/5JW0TCYjiURCFhYWfKS7wqJQKIpth5mZGbm6upKLiwsFBgbS6NGj+X39+/enxo0bk7m5ORkZGZGvry//kOnTp4+avf/PP/9Uq9fX15eISO0B07dvXxo3bhx16dKFtm/fzkdiDAoKIiKirKws2r59OwkEAhIKhfT5559TRkZGlfx2GJUHU+iMMpGamkoLFiygDh06ULNmzcjf3588PDxo2LBhvPI7fvw4DRgwgADQsGHDqG7dunxmFl2loL1bKBSSWCzWmCgViUQ0Z84cvm0PHjwg1dvE+++/z5dT+YirRCqVqn23srIic3NzcnJyIiDfz/unn36iUaNGUe/evSkwMFDjmOLE2tqali9fTnXr1iVDQ0O1t4fCdvSXL1/y7VdlkyqovInyw6tu2rRJ46Ho5eVF9vb2BOSH1N22bRulpaXRp59+SgDoyJEjlf77YFQNuip0tvSfoROvX7+Gt7c3oqOj4efnh8TERISFhQHIX74/ePBgREdH49ChQ2Wq/9ChQzh16hR+/PFHDfv7iRMncPXqVcycORNEhMDAQDx+/Bjx8fH8+WvXro2oqCgkJydDIpHA29sbQqEQRAQTExM4OjoiLy8PMpkMKSkpOHbsmJrfuI2NDXx8fHD69Gnk5eWVOAcglUr5yInaEv4CwKhRo7B69Wr+e15eHsLDwxEREQGZTAZ/f3+IxWJER0dj6tSp2L59O7Kzs+Hg4ICxY8fis88+w6tXr+Du7s7X4ePjg+HDh2Py5Mk4deoUWrduXeprzah5sKX/DL2TlJREixcv5hM1Ozo60tdff0137tyh5cuXa6zG1JdMnTqVgHxf8oLR6ZRKJd25c4cmTZrEp2tT5Wf99ddfqUGDBnwdYrGYPvnkEzUzirZzLVu2rFQeOhYWFtS+fXsaPHgw9erViz799FNauHAhAaCFCxfybc3JydFqGklMTOTr6tixI924cYOUSiWFh4fT9u3b6dGjR2rnU3nCNGzYkLKysirlvjOqHjCTC6OiUCqVvIIZP368WuJbfcvVq1dpzZo1BIC2bNlSYts2bdpEAPgJQwC8r/24ceOKPZenpydlZGRQSEgIdezYsVTtnDJlChHlm6wKRlL8+eef6eTJk/z3w4cPq7U3LS2N2rVrx+8fMWIEhYaG8t937NhBx44d47+bmprSvHnzKD09vULuLaN6whQ6o0L5+++/qUGDBrztWVsY38IjXZFIRNbW1jqtQFVNapqamtLt27cJAAUEBJTYrsTERGrTpg0B6nb6Zs2a0aZNm2jYsGHUs2dP6tWrF3Xs2JGCgoLo888/p8OHD1NOTg7dunWLBg4cWCbPly1btvBvKQKBgJydnenKlSsUERFB7u7u1KZNGzWbuoqkpCTe597Dw4PS09Np7Nix9P7771N4eDg9fvyYAFCdOnXYBOg7ClPojEohNTWV1q1bxyfI6NOnDwH5E527d+/mJyLLKsbGxiSRSMjQ0FDnSIdKpZJOnTql5vmiWiwlFotJIpGQWCxWW/kZEhJCubm5aucuKiQCkD85XDAK47Rp03hvIGNjY1q2bBkdOHCA/vrrL/r999/p0aNHWtu6a9cutQdf7dq1aeHChbRz5066c+cOHTp0iL744gsC1E04jHcLptAZlUpwcDBvYlDZrp2dnculzFUeIz179tQ6stWF+Ph4sre31+qaGBAQQK6urqRQKHhf8ePHj9OwYcOoefPmxSp0ID9Ojuptw9bWln788UcaPHiw1uNULooFyc7O1iinzX4vFApp6NChlJKSUq57xKi56KrQmZcLQy9kZWXB0dERr1+/hlgsRl5eHsRiMZRKZakSYIwaNQr+/v64e/cu1qxZAz8/P1y4cAEiUdkXNd+5cwft2rVDfHw8iEjDg8XExARBQUGQSqW4f/8+QkJCQESwsrLCsGHDcO7cOVy+fBkAYGBggPT0dK3nady4MbZs2YLBgwfz5VW4u7sjJCQE6enpSEhIQEJCAkQiEXJycnDs2DE8fPgQ9vb2SE9Px549exAVFQU3NzfMnj0bbdq0gampaZn7z6j5MC8XRqUTGhpK//vf/2jSpEk0depUGjBgAO973b17d1q6dCk/avfz8yN/f3+aPn061apVix+NXrlyherVq0dA/qIdfUUYjIyMJH9/fxKJRLR69WoC8iM6qkbuzs7O5O7uruapI5FIqE6dOhoLgoqSWbNmaUy8+vr6kqurK7Vs2ZLc3Nw0jjE3N6d169ZRamoq2draEgBq3749ffzxxwSAFixYoJf+M2o2YCN0RnXhww8/xIEDB/DTTz/h5s2bWL9+PdLS0jTKWVhYIDk5GVKpFDt37kSHDh302o7Hjx+jYcOGsLCwQGRkpNo+uVyOjIwMtW0CgQAGBgYIDQ3F48ePsXr1aqxfvx5AfnwXc3NzpKena/RFJBJBKpWqbZfL5WjXrh2aNm0KS0tLmJqaIjMzEwsWLEB6ejquXLkCFxcXZGdn8ynuVOkGv/76a74eIkJ6ejoUCoVer01pyc7OxrVr1/D06VOIRCIkJSXBwMAA3bp1g5mZWZW27W2EjdAZ1YZbt27xE4gCgaBIP+969erRF198QY8fP66wthw/fpyPTYM3o/DCIQEGDRpEW7ZsIUdHxyJH4yVFRhSLxeTs7KwxKr9y5Ypae3777TcCQG3atKHOnTtr9eVXRWu8f/8+H+emXbt25fJ4efr0KX399dfUo0cPev/99ykoKIgGDhxIy5Yto3PnzvE+7rdv36ZZs2bR9OnTacaMGdSvXz/y9vYuMoWhvb09JScnl/0GMbQCNkJnVCdyc3Px7NkzODo6QiwW49WrV4iLiwMRwdTUFJaWlpDL5ZXSltevX+PSpUt49eoVPv74YwQGBmrYvMuLjY0NYmJi0LdvX+zcuZPf/t577+Hx48dITk6GQqFA48aNoVQqERMTAyJCdnY2EhMTIZVK8fPPP2Pu3Lm4c+cOjh49im+++Qb//fcf+vXrhx07dmDu3Ln45ptvQEQICwtDdHQ0vL29YWxszJ8vIyMDBw4cQEhICJ4+fYrXr18jJSUFZ86cQV5eHkQiEQwMDGBra4vU1FQ+a5KDgwNGjRqFefPmgeM4cByHvLw8ODg4wN3dHf7+/mjWrBnq16+PvLw8GBoaYsGCBVi1ahUeP36MOnXq6PV6vuuwETqDoQP+/v5aMzoVJ1KpVMNPXRUsq+C2knzZC76phISE8DFaVOLu7k6Ghobk7OxML168UEv4IRAIaOrUqfTpp5+qvUnY2NjQhQsXiCg/9k3dunX5fcbGxmRhYVHkKlmZTEbh4eHUtGlTflvnzp3p9evXpFQq+VW4AOi7777TuJb16tUjuVxeZEIPRtkBc1tkMErm+PHjZGBgUOKiKJUUZWooqzg6OtJXX31FmZmZNHHiRHJ0dCRLS0ve9OLn58cnoVYqlTR06FC14w0NDal79+70v//9j3bu3Em1atWievXqUXp6Oj8BPWjQIFq6dGmJbdm6dSstX75cbduOHTvo1KlTFBYWRrt27SIAfOTKjz76iJYvX86vWh0zZgwB+RPgaWlpVXlb3zqYQmcwdCQsLIz69+/Pj7InTpxYIflUFQoFP4pXPTC++OILOn78uFpMdADk7+9P//vf/2jEiBHUokULunTpEn399dcE5Md5P3LkCD19+pRyc3Np9erV1LlzZ7p8+TI5OzuTubk5rV+/nveUAUA//fQTTZ48mbp160Zdu3ZVix3fpk0bmjJlCpmZmZGTkxNZWVkV+3YhEomI4zgyNjYmIH/B0/79+2ns2LF8mX///beqb+tbBVPoDEYpiYyM5Fe8VoRCLxxiWNuka5MmTQgAbdq0iQ4cOMBvV8Wj8fDwoBs3btCyZcvIzMyMAgMDKT09nV6+fEkjRowgID9W/Z9//qm2ErZ169YUEBBA3t7eZGRkVGwAMlXfdQ1SVnBSuV27dvTnn39Sbm5uVd/OtwpdFXqJqzU4jvsTQDcAsUTk/WbbHACjALx6U2wWER0sqS4Gozrj4OCAM2fOYMaMGfj9999hbGyM5ORkvdVf2C3yxYsXGmViYmJga2uL0aNH49tvv8WwYcNw48YNnD17FgAgk8ng7e0NIkJCQgIuX76MIUOGoHXr1nyY3SlTpiAlJQVSqRQymQyZmZk4f/48cnNz0bRpU8jlcqSkpGhto0gkQm5uLoD8NIImJiaYMGEC7O3tkZSUhKtXr+LatWtISUmBnZ0dOnbsiOfPn/PHP3nyBE+ePIFAINDLNWOUkpI0PoCWAPwB3CuwbQ6Aqbo8MQoKG6Ezagr//fcfxcTE8NEbC094lkcKjnzlcjk5OTmRn58frV+/nlJSUviRNt6YNwqaamQyGV2/fp2mTJmite7Ro0fzi6VMTEw0RtkymYwPqNalSxc6d+4cTZkyhezs7KhNmzbk4+PDm1IsLCxo9OjR1KxZM423i6CgIN5OnpWVRYcOHaIZM2bwppz9+/dX8R18u4A+TS4AXJhCZ7yLxMfHa13hqYtYW1uTiYkJ1atXj7766iu1LEsqkUqlan7xT548ISKis2fPaphAVIr2xIkT9Pnnn2s9pyqQl0oCAgLI2NiYPvjgA+rduzdfR0kiFovJ2NiYRCIR2dnZqe1Txao5fvw4LVu2jFq0aMHnpgXyJ2oL+9szyoeuCr3sATKAzzmOGwrgGoApRJSgrRDHcaMBjAagNfs5g1GdMTMzQ3BwMHbv3o0dO3Zg586dqkENj1wuR1ZWlkaMmNjYWABAUlISFixYgD/++ANOTk5IS0tDrVq14O/vD2dnZ4SFhWHo0KGws7PjfcgdHR15k4/qfMnJyWjfvj2CgoIgEomgUCgQEhIChUKB8+fP46uvvkJYWBhEIhGcnJwgFosRFxeH5ORkbN26lW+XnZ0doqKiiuzz5MmTkZWVha+++gqWlpb4888/MWbMGAD5cW8GDRqEU6dOoV27dlqPnzt3Lnx9fQEAKSkpePbsGdLS0mBjYwNXV9dSXH1GadFpYRHHcS4A9tP/29BtAMQh/4k8D4AdEX1cUj1sYRGjptOmTRucPn26Qurevn07GjZsiJcvX+LIkSO4f/8+EhISkJWVhfDwcMTExEAoFEIgECAnJwdAfniCgg+SwunwrKysIBaLMXXqVJw/fx5nzpyBSCRCXFwclEolX5bjOFhaWqJ27drw8vKCp6cnpk2bprWdWVlZSExMRKdOnXDr1i3IZDJYW1vDzc0NwcHBiI2NxUcffYQNGzaA4zi1Y8+dO4cWLVro+9K99ei6sKhMI3QiiilwojUA9pelHgajpnHjxo0Kq7t///78Z47jIBAIIJFIYGFhAaVSCScnJ0ilUkgkEjx9+hSZmZm8Mnd1dcWIESPw1VdfoVu3bmjQoAG6deuGxo0bY/jw4XB3d8fw4cMRERGB3NxcLF++HEeOHEFKSgry8vJgY2MDgUCAq1evIiQkBIGBgejbty/c3Nw02imVSmFjY4ObN2/iyZMnuHfvHuRyOcRiMZYvX46dO3figw8+AAD88ccf+OGHHyCRSNCxY0c0atSowq4fo4wKneM4OyJSvbP1BnBPf01iMKoXOTk52LRpE7p06QJ7e3tkZmaWKiSwLnTp0gWvXr1CamoqEhMTERUVhby8PGRkZCAyMhJyuRxmZmZ49OiR2nGBgYFo2rQp8vLyYGpqCo7jEBgYiH379mHTpk1ISEiAUqnEhQsXIJfLERsbi6SkJI3zZ2dn831KSEjA4cOHMWTIEFy4cKHYdgcFBSE6Olpt2+TJk9G1a1cAwMiRIzFy5MjyXBpGaSjJyA5gC4AoADkAIgGMBLABwF0AdwDsRb7JhU2KMt5KkpKSqH///iSXy8nDw4NSUlJo9uzZaotvCi6LL4tIJBLy8vIif39/flu3bt2oQ4cORR6jUCjIxcWlxLpdXV3VfNKtrKzUvuPNxKuVlRXNnDmTZs+eTcuWLaMXL16UeG2+/fbbYs89Z84cUiqVlXCX3m7AgnMxGPrl3LlzGD9+PAYOHIj33nsPf/zxB5YtW4bp06djzZo1JR5vbW2NhIQE3v5dHGKxWKdypaFly5ZISkrCw4cPkZWVBQDo1q0bsrOzcfToUdStWxcDBgxASkoKwsPDkZycDFtbW8yZM4f3cddGeHg4Dh8+zE+cFkapVGrY0hmlgwXnYjAqiIiICEpNTaUOHTrQnTt36Pnz59SlSxeytbVVG7UHBgbyOVaBkoN1mZub06xZs0odLKywODg4UMuWLTXCAmuTsWPHUmRkJA0cOFBtu6GhoVrCjeLIzs4mV1dXAv4/PHL79u1p+fLltHfvXj4WDaPsgI3QGYyKZcmSJVi5ciXq1auHgIAATJgwAVKpFHfv3sWrV6+QlJSEmTNnIjw8vEz1CwQCdOjQAfHx8bhy5Qq/3dzcHAYGBrC2tkZkZCTvHlkYIyMjiEQimJqaIiwsTGsZMzMzJCRo9TjmGTVqFFavXo3c3Fy8ePGCn6BVpQVMS0tDYGAg7t+/D6lUCoFAoLEqduPGjRg8eHBpus8ogK4jdKbQGYxykJqaiujoaNSpUwe5ubk4d+4czp07h82bN8PX1xfOzs5YunSpxiSqiYkJxGIxrKysIBAIIBKJIBQKUbduXdSpUwfp6en4+OOP4e3tjREjRuDvv//mjz18+DAuXbqEuXPn6qUP9evXh1gsRkJCAoyNjWFoaAiJRAKJRIJLly7BwsICRISoqCjeDGRqaoq//voLPXv2xK1bt2BoaAhbW1sYGhoCAJ4/f4579+7h8ePHmDRpEubPn4+vvvpKL+19F2EmFwajklBN+u3atYuMjIyodevWFBUVxe+PiYmhyZMnk7m5OdnY2NCQIUNox44dZGBgoDYpqVo2P2/ePLX6VStJ586dS3/88Qd5eXnpbH4paL5p2bIl9e7dmz7//HM6duwYDR8+XK2sUCgsNiCXTCajZs2a8VmTnJyc6Msvv+T3L1u2jG9z+/bt+e3W1tbM7FJOwKItMhiVz/nz56lnz57UpUsXOn36NL/9yy+/pPHjxxNR/gNAFVURyI+p8t1339HKlSsJAP34449qdf7999984mwAZGdnR6tXr6Z//vmH1qxZQ23btiUgP9F13759aezYsTR9+vRibfbW1tbUuXNnAqAWegAAzZgxQ+1c2pR87dq16bvvvlPb9s8///BtViXiBkAHDx6snIv/FqOrQmcmFwajAvj7779x69Yt/PLLL0hPT4ePjw8OHDgADw8PREdHY/r06bhy5QpycnIQGxvLRz80NDTE6tWr0a9fP4jFYqSnp+PChQuQSqVwd3dHWloaXFxcIBQKAQDp6emwsbFBbm4uMjMz+fMPGzYMkZGROHv2bJHeMlZWVrCyssLDhw81whYAwMcffwx/f3/ExcXBzMwMQqEQly5dgpGREebNmwcLCwts3LgRjx8/hre3N/r376/mzTJ16lT89NNP6NChA44cOaLPy/vOwUwuDEY1IS0tjT7++GOKjo4mIqIVK1bQgAED6Pnz50RE9PDhQ340W3i0XFCWLFmiVm9CQgJdu3ZNbTStCuRlb29P3t7exQbjUnnDtGvXTmcTjirq47Rp04rt87Vr10ihUJCfn1+FJv1+V4COI3QWtJjBqGAMDAzg5OSExo0bo0uXLggODsZnn30GJycnEBEOHz7Ml42Pjy+ynpCQEADA3r17wXEczMzM0LVrV2zduhXvv/8+xGIxBgwYgKdPn2Lr1q1o3rw5YmNjcfnyZcyePRsdO3bk6/Lx8UGtWrWQnJyMBw8eqJ1HNSEKAEKhEH5+fvwbgYGBAYD8N4n69evj3Llz/HEvXrxA165d0bJlSwQEBMDU1BQHDhxgCaMrkfJEW2QwGDoyZ84cDB06FA8ePEDnzp35BBAcx2H8+PF4/fo15s+fD3NzczRu3BijRo0CAISFheHFixdwdHTExx/nx7/bsWMHX29MTAz8/Pxw4sQJfptSqUReXh6mTp0KiUSCJk2aoEmTJgCAtm3b4uTJkwgODoZCoYBSqdQwt5iZmaF///58qIDY2Fh4e3vDzs4OL1++RN26deHp6Yng4GDcvn0bQUFBAICLFy/i4MGDfB27du2CnZ1dBV1RhjaYDZ3BqAKISM3eHBwcjM2bN2PBggVwc3NDaGhosccnJibyKzklEglWrVqFZcuWITk5GUlJSbxN3snJCc2bN4eRkRE2btyIjIwM9O3bF3Xq1MGdO3cQFxeH9PR0hIaGIjMzE/b29hg6dCj27duH4OBgSCQSODo6wtnZGU2bNsV3332H3r17Y8eOHfxD6dChQ7hw4QLGjRsHBwcHTJgwAUuXLq24i/cOUqHRFhkMRvkovBTey8sL8+fPR0xMDNavX485c+bAxcUFt2/fxt69exEfHw9XV1fUrVsXYWFhyM3NxRdffIGhQ4fi2LFjGDNmDBo2bIj27dvD0NAQDRs2RHZ2Nk6fPo2zZ88iOjqaH4mbmJjA09MTP/zwA/9gUQ3sXr58iUWLFgEABg8ejNjYWBw7dgyhoaG8jznHcWrtVygUyMzMRMeOHSGTyTB69OjKuIQMLbAROoNRjXj58iUGDhyICxcugIggFovRpUsXODo6IiQkBE+fPoWLiwuSkpJw/fp1jBkzBl27dkX37t0RFBQEU1NTJCUlYd68eWjZsiVfb1ZWFgwMDGBnZ4c9e/agVatWSEtL07ld7u7uWLt2LaysrCAUCuHo6AiZTMbvb968OS5evIhDhw6hU6dOer0mDOblwmDUaJKTkyk0NJSSkpK07s/NzaXp06fzPuUo5I1iYWFBeXl5fHmlUkljx47l9zs5OamVr1+/Pt28eZPmzZtHbdu25RckiUQiqlu3Lpmbm2ssWFq/fj1ft2r79evXK+X6vGuA+aEzGG8/e/fuxc6dOxEXFwdjY2NERkbi9evXGDNmDCZMmKBRPiIiAsuWLcOPP/6I2bNn49mzZ7C2tkbv3r0RFBSEvLw8CIVC5OXlaT1f4fR1r169wvbt2zFu3Dj07dsX69atg0KhqLD+vquwWC4MBkMrwcHBqF+/PoB8U0nbtm3x5MkTbN68uchjVC6OGRkZsLCwQMOGDTF48GAMGjQIlpaWiI+Px71795CamgojIyN4enqykLl6hE2KMhgMrXh5eWHfvn04efIkzp8/j3nz5oGI0LJlS1y+fBlZWVmQyWTIysoCESEwMBAikQh5eXkwNjaGvb09ateujbZt2wLIX5W6ZMkS/iEB/H+ERkblwhYWMRjvIN26dcOSJUtw5coV3L17F0D+oqb33nsPAJCZmcnnE718+TKkUimMjIyQmJiIAwcO4Ouvv8a4ceNw9uxZjYVJALBz5069p+ljlAwboTMY7zj79u0DAAwZMgTTp0/nt+fm5vKf79y5AwMDA6SlpeH169cA8j1yWrVqBQB8GODExET4+vpiw4YN/GpTRuXBFDqD8Y6jmsRctWoVZDIZMjMz0aFDB+zevRvPnz/H/v378fjxY0RHR8PU1BS1a9eGh4cHYmJi8N9//wHInxxVcfnyZfTq1Qs3btyAVCqtkj69qzCFzmC8gxARDh06hKtXryI3Nxfjxo3Dzp07kZmZiYkTJ+Knn36CUChEUlISLl++jAMHDiA9PR0CgQA7duxA7969AQA9evTAq1ev+GQdFhYWmDt3Lr777juEh4cXm4uUUQHo4tuoL2F+6AxG9WD+/PlqyTXwxrfcx8eHDAwM6MyZM/T999+r+Z6rklZ8+umnRda7adMmEovF1KhRI8rNza3EHr3dgEVbZDAYRaHK+Tl//nyEhIRg7NixSEpKwqhRo2BlZYVWrVphy5YtcHR0hKOjI8RiMY4dOwaJRIL+/ftrrXP//v0YPHgwcnJysH//fj5CI6PyYH7oDMY7SGxsLD766CMcO3aM3+bu7o7Lly9DIpFg+fLlWL16NR4/fgwAWLp0Kdq3bw9bW1uYmZlprfPZs2dwdXUFAPzzzz8YMGBAxXfkHYEtLGIwGCVy//59XLx4EcbGxujRowfkcrna/qioKPj6+iI2NhbDhw9Hhw4d0LlzZ5iammrUNWHCBPz666+YOHEi5s+fzwfzYpQfptAZDIZeCA0NxaJFi7Bt2zYkJydDJBLB19cXjRo1wrx582BlZQUigpWVFV6/eNcpkgAAB5xJREFUfg0bGxsolUoIBAK4urpixowZ6NmzZ1V3o0bDFDqDwSg1169fx7p16xAVFYVWrVph1KhRvOthbm4url27hk6dOiEpKQkAsGnTJgwaNAgAcOvWLWzfvh1xcXEQCARQKpXYtWsXlEol4uLiWCiAcsCW/jMYjFLxzz//YPDgwRAKhTA1NcWOHTuwZs0aXLx4EQqFAiKRCD4+PnzY3YULF8LLywtTpkzBnTt3kJeXh5ycHGRkZCArK4tX5HZ2dhoJPRgVAxuhMxgMAECdOnX4nKYJCQlo1qwZLl26hGPHjqFdu3YAgJSUFPj4+ODZs2f8cRKJBH5+fhCLxRCJRBAKhVAqlZDJZKhXrx4+/fRT5o9eTtgIncFglApra2uEhobyXixJSUkQiUR8TBcAMDIywqNHj3Dnzh0+bV2nTp1gbW2N+Ph4dOrUCVevXuXLt27dminzSoT5oTMYDADAsWPH8MEHHyAhIQFWVlYIDg5G8+bN1RQ6AIjFYjRq1AgDBgzA0KFDYW1tDQD48ccfcfXqVbi5uWHWrFkAwIcGYFQOTKEzGAwA+TFdNm/ejD179vAJLs6cOYOIiAidjm/fvj1cXV3x9OlTLFy4EAKBAB9//HFFNplRCGZDZzAYGly9ehVr1qyBi4sLpk2bBrFYrNNxRIR79+7h8ePHuHz5MkJCQqBQKODp6Ynx48dr9V9nlAyzoTMYjDLTuHFjNG7cuNTHcRyHBg0a4OHDh/jhhx/U9gUHB2PLli36aiJDC0yhMxgMvdOzZ0/8/vvveP78OWQyGeLi4tCiRQskJCQUGTqAUX6YyYXBYFQYquxGN2/eBJBvpz906BCCgoKquGU1C11NLmxSlMFgVAi//fYbunXrhidPnmDp0qXYtWsX0tLS8M8//1R1095amEJnMBg688svv4DjOHh5eSExMbHYshcuXACQvxjpyJEjGDNmDDiOw5AhQyqhpe8mTKEzGAydUbkwPnjwALNnz8bx48dRlNl2y5YtePDgAWbMmIEzZ84gNjYWv/76KwIDAyuzye8UzIbOYDB0JjU1FV27dsXZs2f5AFz9+/fH6tWr1VwS09PT8erVK9SqVQtAfkKNkJAQNGzYkMV0KQPMhs5gMPTO8ePHceHCBTRq1AhKpRKenp74999/NeziEyZMwJAhQ5CTkwMAkMvl8PX1Zcq8gqnUETrHca8AhFfaCfWHJYC4qm6EHnhb+gGwvlRH3pZ+ANWvL7WIyKqkQpWq0GsqHMdd0+V1p7rztvQDYH2pjrwt/QBqbl+YyYXBYDDeEphCZzAYjLcEptB1Y3VVN0BPvC39AFhfqiNvSz+AGtoXZkNnMBiMtwQ2QmcwGIy3BKbQC8BxXH+O4+5zHKfkOC6g0L6ZHMc94TguhOO4jgW2n36z7dYbsa78lmtSxr404jju7pt9y7hq6DTMcVxDjuMuvWnnPo7jjN9sd+E4LqPAfVhZ1W0tjqL68Waf1vtTXeE4zpfjuP/eXPdrHMc1ebO9Rt0ToOi+vNlX/e8LETF5IwDqAfAAcBpAQIHtXgBuA5ACcAUQCkD4Zp9a2eoiZezLFQDNAHAADgHoXNX90NKvqwBavfn8MYB5bz67ALhX1e3TQz+KvD/VVQAcVf1WAHQBcLom3pMS+lIj7gsboReAiB4QUYiWXT0BbCWiLCIKA/AEQBMt5aoNpe0Lx3F2AIyJ6BLl/4LXA+hVeS3WGQ8AZ998PgagbxW2pTwU1Y8a91sDQABUbxgmAF5WYVvKS1F9qRH3hSl03XAAUDCxYuSbbSr+evOK9nV1NFMUoqi+OLz5XHh7deMegB5vPvcH4FRgnyvHcTc5jjvDcVx1D7hdVD9K+q1VR74AsJjjuAgAPwKYWWBfTbonQNF9qRH35Z3LWMRx3HEAtlp2fUVEe4o6TMs2lXvQYCJ6wXGcEYCdAIYgf3Rb4ei5L8X1sVIprl/IN08s4zjuGwB7AWS/2RcFwJmIXnMc1wjAbo7j6hNRcqU0Wgtl7Ee1uQ8FKaEvbQFMIqKdHMcNALAWQDtUw3sClLkv1fK+FOadU+hE1K4Mh0VCfSToiDevYkT04s3fFI7jNiP/NaxSFLqe+xL55nPh7ZWODv3qAAAcx7kD6PrmmCwAWW8+X+c4LhSAO4AqC+9Zln6gmN9aVVJcXziOWw9g4puv2wH88eaYandP3rSl1H1BNb0vhWEmF93YC+ADjuOkHMe5AqgL4ArHcSKO4ywBgOM4MYBuyH+Vrs5o7QsRRQFI4Tiu6Ruz0VAARY3yqwyVFxHHcQIA/wOw8s13K47jhG8+uyG/X0+rqp0lUVQ/UMT9qZpW6sxLAK3efH4fwGOg5t2TN2jtC2rKfanqWdnqJAB6I/9JnAUgBsCRAvu+Qv7Mdgj+fxZcAeA6gDsA7gNYimoy813avrzZHoD8B1IogN/wZuFZdRLkj54evZFFqjYif1LxPvI9EW4A6F7VbS1LP4q7P9VVALR4839wG8BlAI1q4j0pri815b6wlaIMBoPxlsBMLgwGg/GWwBQ6g8FgvCUwhc5gMBhvCUyhMxgMxlsCU+gMBoPxlsAUOoPBYLwlMIXOYDAYbwlMoTMYDMZbwv8BbhfyQpVLSpQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017-08-25 13:00:00\n",
      "2017-08-25 14:00:00\n",
      "2017-08-25 15:00:00\n",
      "2017-08-25 16:00:00\n",
      "2017-08-25 17:00:00\n",
      "2017-08-25 18:00:00\n",
      "2017-08-25 18:00:00 (array([206]), array([160])) 964.8090209960938\n",
      "ew=  399 \n",
      "ns =  399\n",
      "4421\n",
      "441\n",
      "2017-08-25_18:00:00,45.89943,45.89943,45.89943,31.579536,27.019317626953125,-96.24046325683594,964.8090209960938,16.039976,35.91230773925781,39.60172653198242\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017-08-25 19:00:00\n",
      "2017-08-25 20:00:00\n",
      "2017-08-25 21:00:00\n",
      "2017-08-25 22:00:00\n",
      "2017-08-25 23:00:00\n",
      "2017-08-26 00:00:00\n",
      "2017-08-26 00:00:00 (array([214]), array([157])) 957.927978515625\n",
      "ew=  399 \n",
      "ns =  399\n",
      "4421\n",
      "441\n",
      "2017-08-26_00:00:00,47.29904,47.29904,47.29904,31.514153,27.609909057617188,-96.48973083496094,957.927978515625,14.630712,38.104122161865234,42.95437240600586\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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jI0NMMzIygqenJ3R0dJCQkIDHjx+rbNfS0hI+Pv9zBJm7H4D02ZuYmIjzg6TS87Gzs4ObmxuysrKQkJCAhIQEvH//HhKJBBYWFvD09ERGRgZu3rypdgx8fX1hbm6OR48eITHxf8a85ubmcHFxwd27d7UaSz09PZiYmEBHRweCICA9PR0SiQSWlpZwcXHJuwI5XL58OZakWmMtEVqqLLkAOAKgJqSm8YBUDcsp538nAPe1qCe3eh1zmPx/luzs7Fi0aFE6OjrS2tpaY95GjRpx8ODBrFKlCosWLfpR7f7www+cP38++/fvz0aNGjE4OJj+/v4MCQlhly5d2KpVK4aHhzM4OJiOjo4KZc3NzXnr1i2+e/eOo0ePVttGREQEZbh+/bpSekBAAN+8ecPciI6O5rFjx7hp0yaeOXOG2dnZCuknTpxgbGysUrlPhbS0NEZFRX229r5WpKSk8OjRozxw4AB37tzJvXv3MiEhQUxfv349y5UrRwMDAwJgSEgIJRIJhw4dqnEu3rx5kyS5du1atXlWrFih0Je3b9/y0qVL3LhxI6dNm8a5c+cyKiqKp0+fZvPmzRkUFEQ3Nzeam5tz/vz5CmWPHz+usg1DQ0NmZGTw3r17avvh6enJpKQkZmVl8fjx42zVqpVC+po1a2hkZPTRfCE9PT1fzwbAJWrDq7XKBGwDEASpLqSMoSfkyvNWTdk+kOqdX/qSjLUgHsLXQu7u7rS3t89XGScnJ/H/UaNG5Zk/Li6OJHnu3Dk6OjrSw8ODFStWZNmyZRkYGMgxY8ZQIpGQJDMzM3n8+HFOnTqVkydPZlRUFNPS0hQmZGZmJlu2bCnWL3vJc0MikRAAe/bsma8JX4gPx7Vr15Se//nz5xXyvHnzRuU8JMkzZ87Q1dWVxYsXZ6lSpVi0aFHa2NjQycmJPXv2FD/YiYmJ3L9/P/v3788GDRpwxIgR3LdvH5ctW6ZyDjo6OjI6OlqhH+rmq3y+mJgYVqtWjW5ubixevDgNDQ3p6OjIpUuX8vbt29yzZw+HDBnC0NBQWltbU0dHh0ZGRuzQoYPKun18fNi6dWs2adKEjRs3Zvv27dm4cWOV4yH739/fn4GBgfT29maJEiXo5+fHIkWK0Nvbm9OnT2dycjKXLVvGzZs3MzMzU+PzefjwIaElQ89z3ygIQjiAGJKXBUGonlf+3CC5AlJ/319U5JKWpuhmW1588KVRsmRJJCQkICpKO6vfZ8/y74YiOjoagHTbOG7cOHh7e+PZs2d48+YNYmJikJ6eDlNTU5ibm6NDhw548uQJlixZgrNnz4ptvnjxAtOmTcPYsWPFes+dO4eKFRVdVVy/fh07duxQuJaZmYnt2//n6PH+/fsoVaqUUj8FQcC9e/fyvSUtxIfj9m1lBa/c4jM7OzucP38eV69exZMnT6Crq4smTZrgjz/+QGRkJMqXL48zZ87g9Wup+5GgoCBcvHgRgiDg8uXLCA4OVmrj2rVrmDt3Ln744QeV/YqOjkZUVBQcHBzEazdu3MDmzZuRlJQEU1NTWFhYoFatWnBwcMDVq1exZ88eXL9+HU+ePMGLFy9gbW2N7du3Izw8HAMHKjvzdHNzw9u3b5GWloZHjx6p7EdISAjc3d0xe/Zshet9+/aFrq4urKys4O3tjcWLF+PZs2ews7NDYmIiTE1N4evri4cPH6J8+fJYu3YtdHR0kJ2dDX9/fzx4IPXyMGnSJEyePFll2wBw6dIltWlKyIvjQ2ouHAmphdZrSJ3ErMMHilx0dHQ+yypWT0+Pbdq0UViZfq3k5+dXYHW1bNmSpUqV+qCy3333HUkyKipKbZ42bdoorB6ePHlCMzMzAlJRjY+PD3///XeFPHFxcbx9+zbT09OZnZ3NrKwshfRFixaJ9Zubm/Py5csaVyyFKFgkJSXxxYsXfPr0Ka9evcrExEQxLSsriz169BCfT/ny5fnu3TuSZL9+/dTOk6JFi4o7uGfPnlFXV1dMMzU1ZZEiRTh79mympaXx/PnzXLt2LefPn8+pU6fy+PHjTExMFFf2ycnJbNiwoVIbFStWFPsZHx+vti9//fUXy5UrpzZdR0eHQ4cO5ZIlS/jDDz+wX79+CvmbN2/OrVu3EoBKsamhoSF79uyZp5j0zJkzJKW70GHDhhEAHRwcuG/fvjyfEbRcoedLbTFnhT6C0kPRuQDi+L9DURuSo/Ior31jecDX11f8wv0XUaxYMXh7eyM5ORlnzpzJd3k9PT1kZWXlq8yvv/6Kfv36gST+/PNPXLx4EdnZ2YiJiUFKSgrc3NwwatQo+Pr6IjMzE/fv38etW7cQFxeHtm3bws5O0WFe7tW7nZ0dnj17BhMTE4V8ub3QDh8+HPPmzcvnHRfiQ9C6dWts27YNALBp0ya0bdtWIf358+dwd3cXfxsYGOD169ewtrZGVFQUZs6cCUNDQ6Snp+P169d4+fIlrKysMGHCBFSoUAGxsbFISEjA0aNHsX//fri4uGDRokXQ09ND586dsW6d6ghyN2/eFHdwp06dQtWqVZXy1KlTB4cOHQIAkMTWrVtx8uRJ8SA5MzMTNWvWxODBg3Hnzh3s2rULBw8exO3bt/H27ds8x6ZTp06wsbHBqVOnkJycjPT0dAiCgOfPn6vMX79+ffEQ1MTEBFZWVrCxsUFGRgaKFy+OTp06QUdHB2lpaRgzZgyuXr2KyZMno0aNGmr7cOjQIfTt2xcRERGXSSpvc3JDG67P/62wq+N/MnRbSA9KH+b8zdMPBb6C1fC3RBUrVuSgQYPYtGlT8SDqQ6lNmzacMGECmzVrRj8/P7G+okWLcvLkydy3bx8vXbrE+vXrs1y5cgqrjX79+imtGDw9PRXqL1++vFKes2fPKuSpUqUKU1JSFPLExMQwIiKCd+/e5YkTJ3j9+nWlQ9L79++zd+/efPr0qcZVzLZt2zh27FiNeQqhiN69e4vPZ9u2bSrzJCUl8fr16zx16hRjY2MpkUg4f/58ent7K5xN1a5dW6Fc586dVc7FGzdukCT79u2rMt3Pz0/hWWdlZXHTpk0cOXIkx4wZw9WrV3P79u3iTmLFihUMCgqiu7s7raysuHLlSoV+zJkz54PemeLFiytdq127Njt06MAWLVpwzJgx/O677wiAI0aMIElu2LCBnp6etLS0pJ2dHTdu3Kg0nvKKBuXKldP4fA4dOiTbcRfcoWhB0ZdmkP81srW1Ff/PS4NGE/39998klZm0jDw8PJQm2vbt2+ni4sKQkBBWr16dO3fuVDkhZdvu3JgyZYpCGzNnzlQ7qWvXrk0A7NWrl9o8JJmQkMBbt25pzFOIj8fjx49VzpMiRYoo5Dt79izt7e3p4uLC8uXLMzw8nOPHj2dGRgbfvXvHzZs3s1+/fgwPD2fdunU5d+5cUZwjw9OnT5XaOXr0qJj++vVrpXQjIyMFsd6DBw9YuXJl1qxZk1WqVKGnpyc9PT05YMAA/vbbb+zRowfr1KlDNzc3hXr8/f3Zt29flihRQuX9hoaG0tLSkgA4ZMgQpqenK+UpXry40vjdvHmTdevWZc2aNbl161atxhyfQuTysdAkcvma9bfl4e3trVaXtiBQrlw5mJubIzY2VuVhlTz8/f1x584dlWnaHvoWKVIE9+7dg6WlJWJiYrB9+3bExMQgLS0NNjY2MDU1Rb169eDt7Q0AkEgk2LhxIx4+fIhy5cqhSZMmKuuNjo5GkSJSN9Fv3rxREsc0adIEf/31v6AxPXr0wO+//66yroSEBPz777+oUqUKzMzy9PFfiM+A69ev4/Tp06I+urGxMerUqaOgS64ODx48QPHiygGKDAwMkJaWpiCCO3v2LCpXriz+1tPTw927dxXauX37Np48eYKUlBQIgoCQkBBxvmZnZ+PXX3/Fzp07cfXqVdjY2ODcuXO4d+8eqlRR9ggg0xnPzs4Wr2l6l4oVK4ZJkybBz88Pjx8/xr179xAZGQk7OztYW1ujZcuW8PLyynNM8oIgCAUvcvlYgoZV4n9dH11G+vr61NfX15gnNDSUgYGBKrd88uTk5CSuEFRRUFAQ16xZw1GjRrFOnToKYpSBAwdy27ZtjImJUbv1za0bTJJLlixRyHPr1i3WqlWLP//8s0K+lJQUhoaGslu3bnz//r3KVUdGRgajo6MVdJ0L8fXj4sWL4vO3t7fn8+fP81U+NjaWFSpUICA9FDQxMaGjoyNHjx6tMn9WVhYfPHjAc+fOKc2Vu3fv0t7enl27dlU6bCfJdevWKc3rW7du8enTp6Iygr29fZ5qzaampqxatSrDwsL4448/cvny5Rrzt23bNl9jkhdQKHL571Px4sVpamr6QWU7dOhAknz16pXaPBMmTFCaWCkpKRw/fjxHjhzJrVu38t9//xXzk2RqaiofPHjAjIyMApvMhfi6MGTIEIV5ItPe0BZv3rzh0qVL2bBhQzZs2JDPnj374L5MnTpV7IeqelJTU7lw4UKOGTOGAwcO5OrVqymRSBgREcE5c+awXr169PHxoa2tLYOCgvjnn38q3JuPj4/Se1GsWLE8PwBjxoz54HtSha+WoRsZGdHZ2Zlly5b9bCqMXzu5urqycePGag+RCpp0dHRE2V18fDwPHjzIGTNmcODAgZw0aRIXL17Mv//+WzR4yMjI4KhRo1ipUiWWL19eySjo/fv3IgOXqTAWGgb9d5Gdnc1Hjx7xxIkTfPHiRb7KJiUlKc3HxYsXf3BfJBIJ4+LimJSUpJT28OFDVq9enVOmTFE4y1FlSCUjTdassndH9n/79u3ZrFkzGhoaite8vb25efPmAl/QfLUMHZCKV3Kbm/9/J11dXXp4eNDY2FhjPh8fH4aFhdHCwkJtnlGjRnHYsGFs0qQJS5cuLV43MDDgypUr1VrmAdIPbm5NlF27dinkCQ8P57p16+jn56dk2r9hwwZWqlSJ586dK6i5XIj/ELKzszl79mwGBASwVq1a7N69u8JHITs7m8+ePSsQhtigQQNxzsovQlJSUtinTx8GBQUxODiYbm5udHNzY4MGDdi+fXulVbmXlxc7duzI8ePHs2jRokoKCH5+fgwJCRF/56WN9SH4qhl6IX04OTo6KhhpaENWVlbi/3v27OHIkSPV5nVyclLyM5GcnMx//vmHe/bs4a5duxgfH8+BAwcSAO/evav1pDx//jz9/f15586d/MzlQvxHkJGRwT///JMrVqxQae6eW2NF3lfQhyAhIYF79uzhlStXxGuJiYmcP38+W7RoQSsrKwqCwPnz59PZ2Vls19jYWOWZnvx7lPu6bCE2depUsS2JRMLY2FiVsv384qtl6AVpFfmtk6+vL4cPH8727dsXeN3y20AZ1axZkykpKbxx4wZXrVrF77//ni1btmSzZs04f/58/v3330xISGBaWprKPu3ZsyfPiSeRSDhkyBAlh0kkGRERwYkTJyr550hPT2dERISChWIh/nuQP1BfvXq1UnpKSgrDw8MJSK0zP3Q+rF69msWLF+fjx4+V0lq0aKE0rwcPHqxxkaMtDRs2jCR56tQpBbsRS0tLvn79+oPuRYavlqEXkiLZ2trmqfUCSOXsmtKLFCnCTp06MSwsjF5eXgqimzZt2vDEiRMayzdt2lScPDdv3lSZZ9CgQXlOPPlVFik9lDp//rxKTYgXL14otXHkyBGtJnghvj0kJiZy9uzZnDVrlpJYLzs7mydPnuSJEyfU2i5oiyJFihAA586dq3BdIpHw/PnzbNu2LXv37s1WrVqxY8eObNq0qZJygb6+Pu3t7cUPTO402f/m5ubi/3369CFJNm3aVKmMNoshTdCWoX8ep86FUIu4uDila46OjmjUqBGKFi2K5cuX482bN3jx4oXGel6/fq1gRm1kZCSaZMfExMDZ2Vlj+Ro1aoAkXrx4gSdPnmDOnDmIiIgAAJQtWxbe3t6oUqUKDh8+jPXr1yM+Ph7R0dGIj49Ht27dMHbsWAiCAEdHRyQnJ0NfXx/v379XMPO/e/cu/Pz8xN/yur4yfAu2CIX4MFhYWGD0aNUhEwYNGoRff/0VALBw4UIMHTr0g9uJiIjAmzdvxDm/efNmLFq0CHfv3kVCQgIA6fuxfPlydO3aFQCU/NtnZmbizZs3Sr77AamuugxpaWnQ0dHB/v37UbRoUWzYsAGOjo4oV64cjIyM0LhxY9SqVQshISEffD/5gjZcv6AIX8GK+GshbbZ45cqVY0BAQJ75SpQoQRMTE7XpPXr04KhRo9i6dWtWrFiR7u7utLW1ZenSpfnzzz8rqH6ponHjxokrHHV5Hj16pLSqyM7O5sSJE2llZcXevXsrWAGmpqby/v37vHHjRp7uQwvx38fp06fp5+fHVq1a8d69e/ku/9dffxEA27Vrp+A6IjY2Vu2c3blzJ/X09MTfdnZ2tLGxEeXnlpaWouiyevXqbNKkCZs0acJatWqxd+/ejIuLU1mviYkJS5YsqbBq/1jgW7MULUT+YGJigtTU1A8qa21tjbS0NLx//x5jx47FlStXcPDgQbX59+zZg8aNGwOQuvLcu3cvBEGAiYkJ9PT0UL58edGa79mzZzhx4gRu3ryJt2/fYuTIkQpWgSTh6OiIN2/eiNeaNWuGnTt3ftC9FOLbRWRkJPbv34/nz5+jZcuWKFu27AfX9f3332P+/Pmwt7fHs2fPYGxsDEC649uxYwf++ecfREVFISUlBY8ePUJ0dHS+ndflho2NDeLj41VeB4D4+HjMmDED48Z9cGxzEd+cpWghgaVKleKgQYO0Wr0XhFtgDw8PXr58mXv37uWPP/7Inj17sl69eqxatSq7d+/O5cuX8+rVq1y1apVK16AuLi4Kq4j379/nmYekUiCBWbNmffQKphBfF44cOUJ7e3t26NBBKdgJqbzbMzU1VXLKll9kZmaKdaSmpipFG8pNeZ1LaUMzZszgxIkTWbduXaW0hQsXfvQ9yYDCQ9HPT+oMpXR0dOjh4cHp06eLBzaaJpk24ee0sRCtW7cuK1SoQC8vL6X82kxmmWc9den29vYKE1YikXDNmjVs2rQp+/Tpwy5duvDgwYMK6Tdu3OAvv/zCVatWqQ3DFRMTI1riXb9+/aNehEJ8GcjrZauzSdi1axdbtmzJgQMHcteuXSSlcyQlJUUMA6cJsbGxoj3GpUuXFNIOHTqkdt7Kq/06OzuzdOnSogsNQRBoZ2cnpjs5OdHf358+Pj4sV64cd+7cyfPnz6ust0qVKqKItF27dgUzkDkoZOhfIX2svxpvb2+FMFf5ITMzMwWV0bw+CGFhYZRIJJRIJLx9+zaXLVvGMWPGcNiwYZw1axYXLFjABw8ekJSqHc6fP5+dOnViUFAQa9WqpVJlrH79+gpttG/fXuXkjYiIEPOcPHnyg1+CQnw5pKSk8NKlS+IckSEhIYETJ05kt27duH//fqUyuedhs2bN1LYhryUlrx0VFxfHffv2sU+fPixSpEi+7TY0kby+ujpycXHJt3+bvIBChq49fQ0uCJo0acKwsDCNeXx8fOji4pLnffj7+9Pb21ttPisrK5YqVYqtWrVi69atGRoayuLFi7NcuXKcMGECt2/frjHCy6pVqxQm248//qiUR5WjJZmjJGdnZ5YrV47bt28viLn+xZCamsply5apDIRdCNXI7QhOfpeWlZXFXr16iWmGhoZcv369Uh0xMTHcsmWL0qr8wIEDWr1r2rqaNjY2po2NjejbXN5dtaWlJStVqqTwnrRu3ZrLli0T4/EWJFDI0P/HvD5l/Xmtunv37s01a9ZoNB7Ky9xfnvJabZiamtLT01Mr3Xb5e5Dp07Zo0YInT57UmP+PP/5QmGypqamcM2cO58yZwwkTJnDx4sUKk/ru3bucM2cOW7RowR9//FGtXHHHjh0ENPtG/5rw+PFjBgcH859//vnSXflmEBsbyx9//JELFy5UcOr17t07Hj9+nBMnTmS7du3UfuxzB6uQDyDRunVrte+miYmJwsItODiYoaGhtLe3p7GxsVpXJJMmTWJiYiJXrFjBLl26KNVtamoqii8HDx78ycatkKEXAOWH0X4oA/5Ykle7+lgyNDTkoUOHmJyczCNHjnDu3LkcMGAAO3TowBEjRnD58uU8deoUJRIJ09LSOHz4cFaoUIEuLi40MzNTydg2bNig1M6hQ4dUTtq9e/cSABctWvQxc/+zQpURTFZWFqdMmcL+/furdBr1/xHR0dFs27Ytx4wZo9JPi6r5KItsJI+lS5eK6RYWFjx8+DAlEgnPnDnDyZMns0yZMhrneO4FmJWVFX/88UdOnz6dlSpVUlnGxsYmz3fHzMyM58+f/2Tjh0KG/mVJEASNYePs7Oy4fv16/v777xo/HK6urly2bBmHDh2qsT0PDw9aWFiwZMmSKreUZcqU4fz589mlSxeSUi+L06dPZ8uWLXngwAEuXrw4z3uKjY0VJ5gqP9PFihVTmoivXr1ieHg4q1WrxvDwcI4aNYrJyckFMsk/BVJSUvI8jDt//rzCYW9uHDlyRByT3377raC7+E1C3uVublEJKQ0j5+vrywYNGrBBgwacMGGCgnaMRCLhrVu3ePbsWfFshyRnz56t9B6YmJiwTp069PLyooWFBYsWLcqSJUvma9eam6pWrcqhQ4eq3PF369aNMTExn3T8Chn6F6bcqnmqSJMxkIx2795NUnpqHxYWRktLS7q5uYmn8ubm5pwzZw7//fdflihRgk+fPmXPnj3ZunVr/vvvvyxfvjzLli3Lbt26sVGjRgwJCWFGRgbT09P5559/imHd1q9fr7EfLi4uSi/YwYMHuWPHDv72229ctWoVIyMjFdL/+ecfLlmyhFu3bv1oc+7PgebNmxOQ7npyh0KTx44dO9SqWspU586ePcsjR44UiGOm/wLev3/Pv//+W4GZv3jxgsuXL2fv3r1ZtmxZenl5KZ3PkNIdj7x30b59+4ppNWrUUJinssWMOjl51apVOWDAAHbp0oU1a9b8qHdctmDTxiXGx+KbYuj6+vrs2LGjwqHD/2dycHBg586d+fDhQ5LkhQsX6OPjo+Bwq1WrVjQ2NqaXlxfLly/PqlWrKk1imbjHxMSEdnZ2ogzxwYMHfPz4MZcvX86RI0fy9evXPH78OFesWMExY8awXbt2rFGjBmvVqsWJEydy27ZtjIuL4927d1mqVCmFVUpQUBBfvXqlNAFXrVql0BdNK9qvBXPnziUg/RjnFgtkZGTw7du3KstdunRJQdXUyspK5Sr0/yPWrl1LZ2dnlcGSVc39wMBApXwSiUQhVoAsklZUVBTnzp3Lhg0bKtUjL3rJLfacPHkyBw0axDp16rBSpUpi9CR5ktdmMTU1pYWFhUrxZsWKFZX80nwKaMvQvxpLUQMDA0gkko+23vqvoEiRIkhNTYWZmRkSExPx7t07lfkCAgJw9+5dZGRkqK3L0dERurq6ePXqFbR93vr6+sjMzETlypVx+vRpAEDXrl2xZs0apbwrVqxA7969Fa4lJiZi0qRJSEpKgo+PD4YNGwZjY2OkpaXhyJEjuHbtGvT09NCqVSsx/uOXQFRUFI4fP47Xr1+jWbNmSn25e/cu/P39xd9t27bFxo0bFeJeNmjQAAcOHFAoN3PmTIwdO/bTdv4bgGycihYtiqioKIW0AwcO4Pfff4etrS3i4uJgbGyM7t27IywsDMePH8e5c+cQGxsLQRBQt25dNGjQAIIg4NWrVyhatKhCXeXLl4dEIsGlS5fEa+7u7sjKylJqV1dXV8mPkKWlJerVq4cjR46I/pVWrFgBCwsL/Pbbb7h9+zbS09Ohr6+PcuXKwd/fH6GhoWjWrBn09fULbLzUQVtL0a+GoRfi64SMMZFEREQETpw4gfj4eJibm8PQ0BDFihVDhQoVxBc3MzMTq1evRmJiInr16gVra2uxroSEBIXfgPRFevPmzWd5KXJjwYIFGD58uPjb3t4eMTExCnlyBymuWbMmDh8+rMDQ09LScP36dbx48QLx8fFwc3ND7dq1FRw+XbhwAWXKlIGRkdEnvKOvB0+fPkVMTAxcXFwQHR0Nd3d3HD58GOfPn0diYiLev38PiUSCjIwMDB8+HGFhYQCAd+/eqQ0Evm3bNrRs2VJtkGkZfHx88OjRI/F3hQoVEBgYCCcnJ+jo6GD8+PEK+WVBoK2trZGRkaFy8aSvrw9dXV2kpaWhdOnSKp12fUoUmv5/YdJWu8Xa2pqTJ0/m2rVruXr1aq5cuVKjnqwgCFobKOUVAWnMmDFcuXIlu3TpomB0ZGdnx59//plnz55VCgotIycnJ5XyYflDqiFDhiikZWRksEePHgSkB6jOzs784Ycfvph8/ezZs7S0tKSpqSl9fHw4efJkkmRaWhqvX7/OPXv28KeffuLo0aP5119/MTU1VaH8xYsXFZ6zOu2dx48fEwDHjh37ye/pSyIjI0NJPTcwMJASiUSjjriBgYGoypqVlSUGT3FwcGCRIkXo5OTEOnXq8ObNm7x16xZXrVrFPn36aIytYGBgoPSe9OzZkw0bNmRQUJBCJC95UhUrVF65wdbWVmXw9E8NfGsil28FZmZmMDY2xps3b6CnpwdDQ0NkZ2cjIyNDwfWrrq4uAKmLWBsbGwQFBeHRo0cIDg7G1q1blep1c3NDrVq1sG/fPqVVYm7o6enlKZpyd3cHIHWrm56ertW92dvbi06zDh06hDp16sDIyEhleTMzM7x69UppNZWSkoIFCxbA0NAQ3bp1g4ODg5j29OlT7N27F0lJSRgyZAjMzc216ldBIyYmBjt27MD+/fuRmJiIuXPnIiQkBPHx8bCzs1MplnJzc8OzZ88UrvXv3x/Lli0Tf3fr1g2rV69WKksS+/btQ1hYGKysrAr8fr4WPH36FF5eXgrXLC0tER0dDV1dXaxatQovX75EamoqsrKyYGRkBEEQEB4ejpCQEDx48ADHjh3Drl27cOnSJdHVrfy8lIefnx+qVauGp0+f4siRI6IYReY6OjExMc8+m5iYIDw8HLq6unj06BEuXryIiRMnolGjRjh37hzu3bsHJycn1KpVC46OjvDw8BDf7c+JwhX6JyJVK94SJUpoVFHUhjTFWG3cuDFXrFjBWrVqqUzXtGrX1dUVHXlpa2Tl4+Mj6k9nZGTw0aNH3LNnD7dt28Y//viDGzdu5MuXLxVWEElJSRw/fjwvXLigcoWxZ88ehTbq16//wauVvPDu3TuuXLlSpabK9evXle5XFtD6zZs3andWMnVPUqqxcfXqVe7bt49Xr17l3bt3ee/evQJzxPQt4+HDhzx9+jQ3btzI9evX89WrV5RIJFy6dCnr1atHDw8PcUxHjBhBUr1b5rz8HgGaXVgEBASwffv2nDFjBidPnqz0zsjauH//PhcvXqyxPU0uCD4H8C1puaijj/V98l+i6tWrMyAggKVKldI48cqUKaPRE6MsKO/evXs5ZcoUtm3bloGBgfT39+fgwYN54MABtZaiNjY2jI+PVznhxo4dK74gqvDy5UvWqVOHZcqUYWhoqOiM6VNg5syZBFQbKCUmJrJ169Z0cXGhv78/q1atylOnTvH27ducMWMGu3TpwoYNG7J69eps3Lgxd+7cyZiYGAWDltxU6EDsf/7IVY3J6dOnVY5bjRo1xDxTp06lsbExixQpoqDtZmtry2rVqtHDw0OlOERGjo6OahdVdevW5cCBA1mtWjWV6fIfGRnZ2dkxNDSU4eHhbNq06RfX0sJ/gaF/7ZSXocKYMWM0+l75FCQfEis3BQcHayxbrlw5kuSsWbPU5rl48aLKCZeamsoVK1aoDE6QnZ3N27dva9TtLkikpaVx9+7dop+QyMhIrly5km3atGHJkiXp7e3NoUOHkpQ6FtP0AezduzdJigELVJE62fn/J8ibxQPg4cOHxTSJRMKdO3dy/Pjx7NevH3v06MERI0bw6NGjnDx5MgMCAjTucL28vNioUSOl65UqVaKuri719fXz7U565syZ/O2337hu3To6ODgopZuYmLBChQpKzsW+FFAoQ/92YWFhgeDgYBQvXhzFixfH0qVL8fDhQzFddiqvCR4eHoiIiFBQ0WrZsiW2b9+uMr++vj7Wr1+PVq1aITIyEs+fP0d0dDTMzc3h4OAAiUQCb29vWFhY5Pt+Ro0ahblz5yI8PBx//fVXvstrgzdv3mDUqFGoXbs2OnbsKF6/d+8eSpQooZTf0NAQqampIImGDRvi0KFDSnns7Oywb98+lC9fHgCQnJyMc+fO4fbt2/D394dEIkHp0qXzDO/3/wUxMTF48eIF3NzcYG9vDwC4evUqunfvjuvXr4v5du3ahUqVKimcrwBSbZTevXvj9evX+OGHH/Ldvre3N9q1a4f09HRYW1sjISEB+vr6mDlzJgwNDSEIAtLS0gBI5/vSpUuRmZmJ6Oho7N27F1euXBHrefz4MQCgUaNG2Lt37weNR0Him5Ohf06PhxYWFqxevTrd3Nw+2SpZ00pZWxIEgRUqVGBQUJDGfEWKFGFQUJBGjZYJEyZwwoQJ7NSpE+vUqcPQ0FCGhobyu+++482bNxkbG6syIjoArl279qNWF7du3WK9evV44sSJj6pHE8aNGyf2V34n8P79ew4dOpShoaGsW7cuQ0JCWK1aNS5fvlypjkePHvHmzZt88OABnzx5oqDF8/btW4VzjtatW3+ye/kvITAwUGk+7d69m1lZWZw6dSo9PT0V0oyMjNR6Cg0PD+fp06eZkJDAffv2sVy5cirFJYDUUVbXrl01BrnQJMLx9PRk/fr1eerUqS89hCQLV+j/r2BhYYGUlJQPDrCcmZmJzMxMhYDO8hgxYgTmzp37MV385EhPT8eJEyfg6emJYsWKAZCuzpcsWYLDhw8jJiYGtra22L17t4KhkAwVKlTA+fPnAQB37txRWtXnXuk3btwYe/bs+YR39O2DJC5duoRTp04hOzsbCQkJCAgIQFhYGJYsWYKtW7cq6IvLMHjwYDx9+hTGxsaIjY3FsWPHxLRixYohOjoaSUlJACAGQs8LEyZMgK6uLkxMTGBoaIh3796pDQ3n7OyMY8eOifPoa8A3t0LPiwRB+OSeC78Gql+/PqdOnarkNzr3WKi6Lj8+mlYf8vX079+fpFTOGRcXx0uXLnHz5s08efIkL1y4wGfPnn2qRccnhapgCQBUrszJ/x3qBgYGKvikkUd2djafPXvGJ0+efBO+ab4Ebty4wYoVKyrtfnv06CHmyR0konz58hw9enSewSNku3hPT0+VK/9x48Zx165dGn35A9KwcZMmTVJqT361v2bNmi84ispA4aHo10nauOL08PCglZUV9fX11X7EjI2N2a1bN9arV0+tOmJAQACnTZvGjh07MiwsjN7e3jQ0NKSxsTGnTZvGxMREBc+A8uTo6MiIiIg8J1piYuJn8QmekZGRr0NVWTi8Vq1asXHjxqxfvz5HjRqlVkunEAUDdaq19erVE/Ps27ePYWFhLF26NIsUKSIyag8PD65Zs4YLFixg69atGRAQQFtbW9Fnkbw/FxlVrlxZdHLXu3fvPMWTmkhXV5e+vr4cPHgwExISvuAoKkNbhl4ocvlKkdfBp8z0PjY2Vus6jY2NYWdnhxcvXqBevXo4cOAAli5dikGDBinlNTExwdGjRxEaGqqxzoiICDRs2BD9+/fH4MGDte6LDCRx/PhxFC1aVK0595MnT0QfK+PGjcOMGTPyrPfMmTNYvXo1Hj9+jKFDh6JZs2b57lsh8o9bt27hn3/+wbt375Ceng4DAwNkZmbC3NwcMTExuH37Ni5evKgwb7///nuMHj0atWvX1mhS//z5c9SvXx937tzRuj/W1taoUqUKHBwcYGhoiKVLl8LS0hKRkZG4e/cuNm3ahBs3bsDV1RWLFi36YsZumpCVlQV9ff2vW+Si7SHo59BF10Y8AXy6YBWCIHDUqFFcunSpgpvQT0WGhob866+/+Pr1a+7Zs4eLFi3imDFj2L9/fy5ZsoQPHz5UGYRg8eLFbNiwoUrviqrw9OlTdujQQa0Ig1Q0OFLnzTA2NlbUId62bVue7d6/f1/hfosWLapVfwvx4Thz5ozKd3X16tV5zseWLVuSpILxj7xnUUEQOGjQIL57944nT57ktGnT6O/vr1DH33//TR8fH7VteHl5Kbgl6NOnj1KeBQsWfNlBVIMcdxqFK3Q9PT3Y2trC3d0dcXFxoirS1wgzMzMYGBhAR0dH46q7YsWKsLCwwMWLFxEfH68yT3h4OPT19REZGYmoqCi8fPlSTJs/fz527NghelDMDZk3O0dHR4XrqampMDU1BQAsXLgQQ4cOzfOepkyZgsmTJ2PChAmYOnWqyjypqamYN28ePDw80KlTJwWnV/fv38fevXvh6uqKRo0aie3nhezsbPzyyy+4cuUKDAwM0Lx5c9SvXx8A8PjxYxw7dkw06e7Tp89XuSr71lCnTh0cPnxY6frOnTthaGiI5cuXw97eHsnJyYiLi0N8fDwyMjLg6+uLmTNniruzFy9e4OTJk3j16hVatmwJAwMDGBkZoWHDhrhw4YJC3fXq1UNgYCDOnTuHyMhIREdHIzk5WWX/BEGApaUlatasCTc3NwwdOhQHDhzApUuXYGxsDCsrKwwbNgw2NjYFPzgfiezsbOjp6X3dK/SCIFdXV9rZ2X202f23RPndJZiYmDAwMFBcPS1YsEDjjsTZ2VnBCVV2djbfvn3L7OxsRkdH8/bt21qbuGdlZak1id+xYwd79eqlMggwKXWclbtv2sj0IyMj+fPPP6s8zA0NDVWqU2Y4VIgPQ1ZWFi9evMjff/+dPXr0YIMGDdi5c2cOGzaMAwcOZIUKFUQ/4kZGRmzcuDHnzJmjtANUZf7v5OTEjIwMJiQkiAFd5KlChQpKcUTVUb169RgdHf2FRunjkJqaqvUK/atl6DL/JLIArPJkbm6usCX7UCqImKEfQ46OjpwxY4ZCeC51pK2IysHBQa0OfHBwMC9cuMCVK1dy+PDhDA8PZ3BwMENCQjhs2DAePnyYycnJvHr1qpKFq6Ojo0or0NyQSCScMWOGRi+KERERCnWrCgbx7NkzVq5cmU5OTrSwsGCDBg20OqiSBZooVaqUUtq8efMUnr2rqyu3bt2aZ52FUI3ly5ernGf6+vp5RsBasmSJUn09e/YkIPVu6OLiwpEjRzI7O5unT59m165dlfwd1a9fXyt7j127dn2zWknv3r1jr169vn2G/v+FXF1daW9vn2c++Yg46qhRo0aiZoA2bVtbW7NUqVIEpCt/2Upa3apH5l5WE+Li4sT86lZE2dnZ3LJlC2fPns0//viDmZmZYlpWVhZnzJjBJk2asHPnznz+/Hnes14OFy9eZOfOnUUXBVlZWfznn384fPhw1qxZk15eXixWrJjKUGeF0B7Z2dlKq2aZ2p+trS2TkpI4Y8YMtmjRgmXLlqWfnx9r1arFoUOHctasWUof55SUFJ47d05hzmRlZYkm/6oWNKoWe7mpbt263ywzl+HNmzdaM/SvRoaujUvY/y8IDAxEpUqVYGZmhhUrVuDt27f5Km9hYSEaXmiL9u3bY8OGDcjIyMCNGzdw4cIFPHv2DFlZWfDw8ICfnx9q1qyplevQ+Ph4SCQS2NnZ5asPADB+/HgFLZaePXvit99+y7Pcjh07cO/ePQwYMEB0UZuRkQFDQ0OV+T+lGwKSuHPnDjIyMlC6dGmFQBcyvHv3Dr///juSk5PRpUsXuLq6fpK+fEr8+++/WLhwIW7fvo3379+LZ0D+/v4IDAxUeBaacPLkSVSrVk38/fTpU3h4eCArKwuBgYG4deuWUpm8+IWRkRHatWuHWrVqITU1Fenp6cjOzkaRIkXQunXrL+IC90Owe/durF+/Hlu3bv3vy9A/hD4m8ndBUteuXTX2RRAEtmvXTqPpskwu7urqqlEkU758ec6ZM4c9evRQMsioVasWw8PDVcooZfTLL798wvWHIo4cOcKwsDC2adOGnTt31srL3ZkzZ8S+tmvXTryenZ3NQYMGKd2Pqakp161bx71793LOnDkcPXo0Bw0axGHDhn20o62kpCTWrVtXbMvAwEBlRHh5MVvJkiU/qs0vgWXLlon9V2cQ1L59e63qevbsGYsVK0YAbNiwIVesWMHu3buzePHiCqLVgQMH8tChQyo1VHLTu3fvuHDhQpVpS5cu/cSjU3CQC4L93xC5aBuh53NZkRaUGqW2qpLakKYIR7nJxsaG5cuXF70HavLDLqM9e/Z82llLKfN98eKF6CFRFWSRbJ4+fapwPSsri7/++itHjRrFp0+fUiKRcP/+/WzcuDGdnZ3z9cyMjIw+KujvwYMHlercsmWLmC6zyH3w4AFHjx7N77//njdu3Pjg9r4UZP5W9PT0GBoaSh0dHbq6unLcuHEcM2YMx44dq/Sc5JGens6FCxeySpUq9PHxYaVKlRQYtTpFB5mcXRXJzsQqVKhAUvpxHTZsGHv27MkBAwZwyJAhnDhxIpOTkz/TKH0cEhISeOTIEZnr5m9H5KKjo/PBfkj+SwgKCoKbmxsyMzO18vDm5eUFQ0NDPH36VPQilx8YGhrin3/+QcmSJRETE4P79+/jxo0biI6OhqmpKQwMDFC5cmXUr18fx44dw+XLl5GUlIT09HT4+vqiR48eCmqGH4MuXbpg7dq1AKS+ZVSJKRo3boy9e/fi1q1bKFmypNq6vv/+e8yfP1/8bWZmhpSUFK364ezsjHv37qmNa6kJx44dw6VLl/D8+XOQRJkyZVCvXj0xelRMTAw6d+6s4NmxUaNG2L59u4Jo6NGjRwgKCsLatWvRpEmTfPfjU+Ldu3c4cOAATp8+jcuXLyMjIwMmJiawt7dHhQoV0LFjRyUviqpQvXp1nDhxAgDQqlUrbNu2Lc8yqoI7y6NatWqoUaMGBg4c+EHivs+NrKwslfM8ISEB3bp1w+7duwEANWrUwLFjxwpFLvIk29J9SQoJCWHZsmU15mnatKlar4fypM4AycDAQFyphIWFsX79+ioPj7p37845c+aoPZCVj9Bz7do1lXnOnTtXYKuRLVu20NramtOnT1dKO3XqFGfPns2lS5cyMTExz7r+/vtv2traKqzOjY2NOXLkSEokEmZnZzMlJYWRkZE8f/489+zZw40bN3LPnj1qjZvywowZM1SOkfzha9euXVXm2bhxo0JdCQkJnDhxIu/fv/9BfflUkN99yFQRkWvVXLdu3TzreffunYJ/80mTJqkcl/Lly7NatWocOHAgo6KiRI+astW7jo6Owg5z06ZNn2EUPg4SiYTDhg1TuM8///xTIc/QoUMV0nP8tf83RC4fS19T1KOPld8HBweLfis0UZ06dRR+q9KQ6dChg8Y6+vbtK06w7Oxs/vLLL+KWderUqVy2bFmBhFx79+4d379/rzZ9y5YtSn2LiorSuv7MzEy+fftWQZPmU0CdxkWrVq1IktHR0Vy/fj2rV6/OevXqsU+fPpwxYwY3bNggiplOnz7Nnj17qtXN/9KoXr26ArOVMdPr169z69atHD16tEbV1ujoaPbo0UNBXVib+QyAvr6+tLCwUFqAODs7i+LWo0ePfsbR+DDExsYqfAwB0MXFRUy/ePEif/rpJ7q5udHZ2ZlVqlThd999R3ztIhcDAwNkZGR8trbVQV9fHyQhkUi+iNjH3t4eXbp0gZGREebOnatxTFq0aIHixYvjr7/+UnnyD2gX/CI4OBgnTpxAUlISTp48iUePHiEmJgZGRkZwc3ODi4sL6tatCyMjI5w6dQp///03bty4gUePHiE8PBxz5swpEC2BN2/eiNvzM2fOoFKlSkp59uzZg6ZNmypcu3//Pnx9fQFIfcnIRECqxD+ZmZnYtGkTEhMT0bFjR1hbW390v3ODJDZs2IC1a9dCR0cHxYoVQ2hoKMqWLYtixYphw4YN6NOnj9KzXb16Nbp16wYAuHz5MoKD/7ejPnLkCGrWrFngff1Q3Lx5E1u3bsXx48fx+vVrGBgYoHjx4qhduzZcXFzQqFEj6OjoqC2fmZmJYsWK4dmzZ/kSgQGaNVqCgoJQoUIFhIeHi9bAXzMSEhLw+PFjvHz5El5eXrCwsICDgwN0dXUxZMgQ/Prrr0plCkUu+aBPuYI3NTVl586d+euvv2r0M6Grq8s2bdqwUaNGSg7/temnrq6ugggmMDBQ5WFnvXr1+P3339POzk5tXfKxPh89eqQyz9mzZwtktfL+/XsOHDiQTZs2VQo6nZCQwMWLF3POnDkqV30SiURpaxoWFqZ04PXTTz8p3H9BIzU1leHh4SrHadq0aYyMjFQ71mXKlBHrka1ea9WqxZ49e2r0f/O5IfPHktvQb9GiRSrnjSpIJBKGhYWJ74Wenp7aXY2Pjw89PDyUVu8GBgY0MTGhnp6eaPgWHh7+mUbh43Dx4kWV9xocHEwXFxf269dPvObl5UVfX1/xd44WUaHI5WsgW1tbFilSROutpTzZ2NiwefPmKk3Wc1OHDh0UNGccHBxYtmxZ1q5dm6VLlyYgVQmrX7++xnrkt60SiYSrV6/miBEjOGzYMPbr14/Lly//aPGFRCJhYmKiWpFNamqqQgxPExMThehBpJQBqur/gQMHFPIlJCRw7Nix7N+/v0qZ9LVr13j69GmVzsi0wfHjx9WOpYmJCR89esTff/+dpUuXZnBwMFu1asURI0bw559/5q1bt3j58mV26NCB48ePLxAR1qdA+fLlCUg1gGRxaQMDA5mUlMQVK1bwp59+Ylpamsqy796944wZMxR8jfv5+fHWrVs8ceLEB2t7ycQWzZo1+8yjoYzdu3cTkPpZVwdN8Q1kVKFCBXp7e9PHx4eurq4MCAhg3bp1Zcy+YEQugiAYATgJwBCAHoBtJCcJgjAZQG8Ab3KyjiP5dx51aW7s/wl0dXVRo0YNGBkZITU1FUePHlWbt3PnzqhUqRIOHjyIXbt2qcyjzRbWyMgIZ86cQalSpfDo0SM8ePAA9+7dQ1xcHAwNDUESYWFhaNCggVjm1KlTuHnzJnx9fVG7dm21da9atQpTp07F+fPnxQgyuZ17yaNr165Ys2YNACAuLk7JIdLbt28RGhoqxlGtVq0aDh8+LGoEpKam4ubNm3j69CkeP34MNzc3uLu7w8fHB0WLFgUgjWC0f/9+NG7cWK14aNeuXWjevLn4Oy0tTa0hUm7cvXsXx44dw/v37/Hs2TNER0fD3t4eHh4eCA4Oxt27dzFz5kxERkYqlDM0NETZsmUxaNAgeHl5oXLlymLayZMnUaVKFa3a/1x49+4dzpw5g7///huRkZFISkpCUFAQJk6cCGNjY41ls7Oz4enpiRcvXiilGRsb4/379xrLOzk54dWrVwCk7pyLFSuGlJQUxMbGwt7eHs2aNcOoUaPE+KVfCr/99ht69+6NPn36YPny5SrzZGVlISIiAqmpqdDX14e+vj4MDQ1x+PBhDB06VK1TMQCoWbMmjh49WjAiFwACALOc//UBnAdQAcBkACO0+WrwK1uhf2ofLkWKFOHs2bPz1Fbx8vLSSg9cE8lO/L29vRkcHKzSt8W8efM4ffp0tVvcn3/+WWlFkXvl+ejRI7WrjwsXLnDy5Ml89+4dK1asyICAAI0rmvXr11NHR4etWrVSWtkdP36cM2fO5OzZs7l27VqlVWtaWprSfcydO1epjVWrVtHBwUFJg0QeDx48EHcvAwcOZHZ2Nt+9e8dJkyaxf//+nDRpEv/++2+lcmvWrFE62PoQ2rhxI8uUKcOAgAD26dPnq3IelZqaymbNmin0V+bmVltIJBIOHz5cq7GoX78+27dvzzp16rB06dLs1q0bN23axHv37nHixIkcMGAASTI+Pp5z587lmDFjxDa+JLKysnjr1i3euHFDqS+vXr1SiJ5kaWnJCxcuiOnx8fHigW7r1q0ZFhampL3WunVr2XMoeJELABMAVwCEooAZ+ucMEq2JCkqm7uHh8UFeIJ2cnGhra0tLS0utHA/lZm62trYMDg5WEK3cunVLYx0//PCD0kTNyMjgpEmT2LVrV65Zs0ZrccCVK1d469YtrfLmxp9//qnUt9wBqh8+fKiU586dO0p1paamcv369fk2ImnSpIlS/f/++69CHnXnHKqodOnSDA8PZ8OGDdm+fXt+//33bNSoEc3MzGhpaclatWp98mhPH4KjR48q3UufPn3yVcfjx481BmLPUcdTotGjR3PkyJGiGuKaNWtENdrMzExu2bKFHTp0IPnlGHpSUpLKBdLr16/FPPJnDDJq0KCB2O8DBw7kOX/k/L5rxdCVtdpVQBAEXQCXAfgAWEryvCAIDQAMEgShC4BLAL4n+VZF2T4A+uTVxufQMNFGs4Z5iKC0RUREhMJvHx8fCIIgGlG9e/dOwU+5DK9evYKlpSXmzZuHuLg4jB49Wm0bgiAobWfj4uIQFxcn/m7Xrh1KliyJuLg43L59G3fv3kV0dDSMjY2hp6cHd3d3NGzYUMx/7tw5nDhxAtevX0eFChUwadKkfBkPBQYGqrz+9u1bUbSSlZWlUgyiSksidz4fHx88e/YMz58/h5WVFVxdXWFpaalUztjYGB06dNC63zLkFv9YWVlBX18fAJCSkoLdu3ejTZs2OH/+PLKzs2FhYQE7OzvY2tpCT08Py5YtU/Cjc/PmTdy8eROAVKPK2NhYIf3IkSO4du1aviJPfQ7UqFEDN2/exLlz5xAXFwdXV1c0a9YMJHHs2DHcv38fdnZ2aNy4MYyMjFTWsXv3bjx//hxNmzbFw4cPUbJkSbx69QqvX7/G7t278eTJEzRu3FihjJmZGaZOnYrZs2eLPMHd3R1RUVEApHPeysoKBgYGkEgkGjVrPiXevXsHAwMDpetv376Fvr4+jh49Cjc3N6xatQqAVORpYGCAwMBAxMfHo2vXrnkaD5qamuKPP/6Ag4MDPDw8tOuYNlyf/1thWwE4BqAUAEcAugB0AMwAsEqL8gW2kv7/SqampgoHrO3atRMPquTJz8+P06ZNY9myZVWuhJydnZUON0+ePKmU78SJEwWyoklLS2PPnj3ZunVrpVVVRkYG9+3bx82bNzM+Pp6JiYlfdCudlpbG5ORkhV3JlStXtFqZOzk5ceXKlRw3bpxSVJ3cpK+vz8DAQE6ZMuWL3asqREVFiX0/f/68QtqOHTsU7mHEiBFq6zl69Cjbt2/PtWvX0tHRkb169WLdunWpq6tLe3t7lbthPT09VqhQgTVq1GCJEiU4b948JiQksFSpUnzw4AFJ8ocffuBPP/30yW0LVOH9+/e8cOEC7969qzBHJRIJJRIJ//zzT7UxfuVJEAQuWLCAt2/f5sqVKzlmzBh27dqVXbp04apVq3j06FHGx8fz9u3bsgDmn0bLBcAk5BK1APAAcEuLsp+EyX0uPy6fimQM2tDQUKOYxdTUlF5eXgqqeDKys7Nj3bp1WbFiRfGaTDtBFRkZGSkFXU5LS+P48ePZpUsX9u7dm/Pnz9foW0UbZGZmaqzj9evXCv3y9PQsMGb+448/EoBK61N1+P333wmA3333ncL1Nm3aEACtrKzo4+OjtYgwJCSEbdq0URmlvmTJkuzTp89XF5B47ty5Yh/lDcxIqZvb77//np07d+aAAQNUBhIhpWcYAQEBSvecWwRjYWGhMrZBsWLFWL9+fdEaeejQoRwwYAAnTpzIatWq8fTp0yQ/nchFIpEovR/nzp1T6qeOjg4fPnyoFD+gVKlSKjV4VM2D3CRvpd29e3fZ9YJh6ADsAVjl/G8M4BSAcABOcnmGAdikRV1fnHl+zVS5cmXOmTNHYx5t5OpGRkY8fPgwU1JSePr0aR44cIBLly7lTz/9xOnTp3Pu3LkfLOeWR3p6upI6oTyeP38u9knmnzw3rly5onAQFBQUpJUKYWZmJuvXr89Zs2apzSPTD69Tp07eN5ODHj16EFDUEf/nn3+U1D0FQWDZsmXzjJijr69PW1tbGhoa0sLCghs2bOCsWbMUrIbz0uH+3MjKyuL58+d5+PBhMXpVWloaN2/ezJYtW9LS0pJGRkZqP5R3795VOx7qPoSlS5fmwYMHeenSJV67do3Hjx/nwIEDRcdlmZmZ/OOPPzho0CAePHjwoxcamnDlyhWFvsksk1euXKmy74cOHVJ7v3p6enRychJ/56U2bGBgwB07doh9SU1N5YMHD4gCVFssA+BP/E+8soXkVEEQ1gIom9ORCAB9Sb7Koy7NjeUT2vr91tfXR2ZmZkE2/UmgyspT/pq8EzNVal9ly5ZF+/bt4ebmhj///BNxcXGIjo7G69evkZGRAT09PRw9ejRP1bjs7GzMmjULxsbGGD58uFoZeo8ePeDm5obJkyerTI+Pj0edOnWQlZWFXbt2wdPTUyH9zJkzOHfuHCQSCSwsLNCxY0etnWKRxJw5c+Dt7Y1WrVoppWdmZoqy74/Bzz//LMZP1TSPxo4di2nTpuHu3bs4evQoLl++jMePHyM9PR16eno4d+4cAGkUepl/+2LFiiEoKAjz589HcnIyTp8+DT09PXh6emp8Rq9evUJycrJoLfs50KNHD6xevVrhWnBwMC5evKiU982bN+jatStOnjyJihUr4scff8TIkSNhbm4OMzMzXL9+HW/evIGnpyckEgmsrKywdetWWFhYIDs7G7q6uoiIiMDLly9RqlQpWFhYfK7bBAA8e/YMlStXRlRUFEqVKoVJkybh0KFDyMzMhCAIMDY2houLCxwcHGBsbAySWLhwIS5dugQjIyOkp6fDwMAA6enpCvUWL14cO3fuhJ+fnzg/s7KyEBMTI77LLi4uCmcSMTEx2Lt3L3r27PnfthT9GK2Yr8G/S+5tpjoDCxMTEzZs2JCnTp3iiRMnVMpx5etKSUnRGAFp4sSJea5QLly4IObX5Jvjzp07fPXqVZ71qcK///6r1LdFixZ9UF3ykNeCqVevntK2WR0OHTrEkiVLKog/MjMzRRVXV1dXlihRgt7e3uKzsrS05PLly2UhwtSSKm0IU1NTjhgxgpGRkfz111+V0jX5oB86dCgXL1780WOVH9y8eZPNmzdnq1atGBwczJo1a6pU6cyNFy9eqBWJ2trasm3btjx58uRnuIP8ISsri/Pnz2fNmjXFZ+3q6qrWQNDMzIzjx4/nqFGjRHe9M2fO5N69e3n79m2+ePHig8RDM2fOlLVRaCn6JehD5Pl5bcNkkz+v+ps0aUJSakW5Zs0a/vLLL5w0aRInTJjAsWPHctWqVQoM7t27d7x79y7v37+vNNmuXLmiUh0wLi6OW7Zs4fXr19VOwpiYGPr5+WmM17l582al/s+cOVNtfm2xd+9esT4rKyutPzgyT34yffvY2FiuWbOGHTt2pKOjI/38/Ojp6Ul7e3vRFzgA/vHHH3mGB9y/fz9PnDjBvXv38s8//2TXrl0VxEyqDrXlxyI1NZUvXrxgQkICMzIymJqa+tValeaGJnHEyJEjP2nb2dnZjIiI0CjCW7JkidifwYMHi9fl3TlMmDCBBw4cYN26dZVEnv7+/nk63dMmFq86pKen50vk8p9l6J9Lr/1rWO3LqFSpUixevDhNTU0VrltaWqoM2iCfZ+vWrbxx4wbbtm2r9qCLpIL7X3Vy8YSEBPbu3ZtHjhxRmf7y5Us+fvyYMTExvHPnDiMjI0WNhezsbM6ZM4dOTk40NDSkj48Pp02blq/VTVpaGp89e6aVFkR6ejqjo6P5/PlzkUmeOXNGq6AhJUuWZGJiItPT03nixAkuXLiQI0aM4IgRI/jnn39y06ZNfPLkCRMTEzlgwAAGBASo3InZ2dmxf//+XLJkCaOiopS0a1SV6dSpk0YvlV8TMjMz+eLFC96+fZtXrlzhuXPnxEAknxKyaFUtWrRQm0d+YfHTTz+J13M8HBKAgtsCGcl2xWZmZmzQoIF4XU9Pjzo6OiJf8Pf354sXLz76Xv7fM/SPIW9vb5UP8WNJX19fawvDChUqcOrUqbx27Rq///77j4pwpKurq1KTYv78+fTy8mLPnj0ZHx/PkJAQAlKf7Orw119/sWbNmhw7dqyS0c6DBw+4YcMGtX68379/rzD5AXDq1KkKec6ePavyHnIb9+SFN2/eMCkpSW36rl27VI7p1KlTWa1aNQJg2bJlxSDaucdz7969Ss7B5GnIkCFiW+r8fQOgu7u7wu/cWiWNGzdWW3bDhg1MSUnReDD9NeDp06fiImPnzp2frd2rV6+yZcuWPHXqlML17Oxszp07l40bN2aXLl34yy+/8Pr16zx79ixPnjzJ/fv3ixae9vb2XLt2LevUqcMaNWrQ19eX9vb2tLW1Zbly5fj3338rfJjevXvHXbt2iVo4BQVtGfpXEbGooKDN4WfRokVVGvQUBOzs7PD+/XtIJBIYGhoiISFBbd5y5cqhRYsWGD9+vNo8ZmZmSE9PB0mNAXGDg4MRHh6O+Ph4vHjxAi9fvoREIoG/vz8sLS3RrFkz1KhRAwCQnJyMt2/fIjMzE66urgrGEa9fv8aFCxdQpUoVBTezSUlJGDlyJK5evQpDQ0O0bdsW/fv3VzD6WbduHTp37iz+HjNmDGbNmqXQz0ePHqFYsWIK10qXLo0bN24AkB6iXr58GTt27EBycjI8PT3h5uYGHx8fVK9eHampqZg2bRp27NgBCwsLVKpUCeHh4fD19YWLiwv09PQgkUjQtGlTBaON+Ph4Jbe5LVu2xI4dO5TG0traGt26dcOCBQvEa7a2tmjTpg2KFSuG4cOHAwBOnDihENg4N8aOHYuZM2cCkPqV2bVrF1JSUvDy5UvExcXB2NgYRYsWxcqVK0XDIwAICQnBhQsXQBJRUVGIiIjA+fPnYWJiAltbWzGfvr4+Nm7ciO3bt0NfXx+lS5fG1KlTFXzxfC3YsmUL2rZtCwDo3bs3VqxY8Unbi4iIgKWlpVpXyRMmTMD06dPzrKdx48aoV68esrOz4eDgAGtra5ibm4tunu/du4cSJUqI+XMrNTx69Aje3t4feTdi3f+9Q1EdHR2VOqu56VMGgvb29qaXl9cnqz8/VLt27TzT5TFlyhSF9KpVq/LixYsMDQ2lo6Mja9asqeBrQobcATOQawVKSs2z5dPlPc9JJBIeP36c69ev57p167h06VLu2bNHQZ6/bt06tWIOQ0NDNmjQIM/dzePHjymRSBR2AQ4ODoyPjycpPaCbNWsWJ06cyClTprBnz55s1aoVmzZtyrZt2yqol2mi9u3b89GjR3z//j2jo6N58OBB/vTTT1y+fDkXL17MgwcPiqvmN2/ecOTIkWzatCkDAgK4evVqkuTbt2/F+kqWLMmZM2fyyZMnlEgkjIqKUtrJAFJ5/erVq1m7dm3xLCX3IV1BqKN+Crx7946vX7/+KDHLmTNnWKtWLfbu3VvtYffOnTvFsVAXUUtmn/ChtHnzZpLK6pnyfCcoKEhU+SwI4FsSuRSEo6OCoHLlyn0yIyV5Wbs2cvdOnTqJ/+c+DxAEgZaWlmq1WWSihKpVqypMisuXL9Pa2pqmpqb08fHh9u3bVUZsz40//viDpUqVYvXq1dm2bVuGh4fzzJkzJKWTunv37mzdujX79u3LqVOnKsjgs7Ky2LlzZ63Hyd/fX214PXnS0dFRsoA1MjJiYGAgW7Vqxf79+3Py5MncunUr09PTeeDAgTxdGPv7+3Pbtm38/vvvWblyZfr5+dHX15f+/v6sU6cOhwwZovHZhYWFKY2dKl/psbGxzM7O5vjx45Xmm5WVFStUqJCvueXq6sqaNWty2LBhSmKmlJQUPnz48IPdA39NkP/gzps3T2WeyMhINm7cmO3bt2dcXJxC2po1a1izZk22b9+ebdq0YalSpdi8eXP+8MMP/OGHH0RnZKampgwLC2NAQACDgoIYHBzM4sWL09vbmy1atNB4xvSpgG+Jof8XyN7ennZ2dmo/CDo6OqxduzYPHDjAmTNnqvV8qKurq/Cl16TO2LFjR1aoUEGBsVtZWTE4OJjt2rXj7du3xQmRmprK27dv89atWwqrpJs3b3LFihVcvHgxf/31V7GMRCLhjBkz6O7uTnd3dwYGBrJ27dpctmyZWFaV5RwA0RMeqWhcpA0ZGhrS19eXDRs25IABAzh+/HilsRIEgUWKFGHp0qVFI5fx48ezXbt2aj8GmphkeHg4U1NTFQJ6GBkZsUGDBgoybPkgBKqoRIkSSi9iVFQUp02bxvnz53Pq1Kk8duyYmHbw4EGV7gFkgSRKlSrFjh07cvLkyVyxYgWPHTvGCRMmKHgL1dPTY2BgIAcMGKB0SPrPP/8o1Cv7CH+rkM3VTZs2aa2OKsPhw4fznHtFihThmDFjmJWVxXfv3vHIkSOcMWMGe/bsyS1btnxRdxT4LzB0fX19WlhYKGltqKIyZcowNDT0ow4P1VHRokUVTOpVUeXKldUGCs4vGRsbs3bt2nlqWqjb2eRevXz//fcK6VOnTmWvXr1oaWlJQLrlf/PmjUIZTdtS2aFnbm9xNjY29PPzE/WTX758ycWLF3PIkCFs1qwZO3XqxPHjx3PXrl28du0ad+7cSRsbG7XtGBgYiCK21q1bc8aMGaxfv77SfTs4OGisB4DC4WZYWBibNWsmmvMDYHJyMm/cuKG2vJubG5OSkvjgwQPOmjWLHTp0YPfu3Tlz5kzu2rWL//zzj9Ih8YULF7h06VKV2kBHjhwR627SpAnXrVuncrcE/M9t7bRp0whID2s3btzIsWPHKrhfHjVqlEIbuT0mHjx4kKT0I7Nx40auXbuW+/fvV/AQKI/3799z7NixbN68uUoV1m8Jf//9d57vncwN82+//aYyXRu9+08FfAsMXZut9ddCbdq0ERmgKvrU6ovaiIJkfcgdOeWvv/4S83h6eiqoZKljBkeOHKGhoSFNTEzo6urKkJAQ1q1bl8OHD2dCQgI3b97MAQMG8LvvvuOECRMYERGhUP7u3btq9bPNzc05cOBA8XedOnXYunVrja5Wc5OTkxNr1qxJb29vGhsb097enoGBgWzWrBkHDBjA0aNHi/WVLl2aRYsWVfuMGjRowBs3bvD9+/fMysri4sWLGRoaSldXVxYrVox+fn40MTFR+4FVFanm/v37Cnly+32PiIgQtYoAxR1EblGSqamp2t2QLH/VqlW5c+dO/vjjjxw/fjznz5/PvXv3KpnInzhxQqm8gYGBSpHM9OnTxTzt27dXSi8oXLhwQXyOBWFclhv//PMPFyxYwLlz5/KHH37g+PHj2blzZ4aFhbFy5criPcp2T5cuXRKvubq60s3NjQ0bNvyiYQHxLTD0T0ne3t7csmVLvnxXfyhp8q/i4uLCuXPn8sCBAypV4GSU1wpTRtWrV2e3bt3YqFEjFi9eXLwuCAKNjY3Ztm1bcaX49u1bnj9/nuvWreOlS5fEyfH27VsuXryYM2fO5E8//cTff/9dNMBJSkpinz59GBYWxlq1arFVq1acPXu2wuSaNWuWyr69fftWzDN69Og876V9+/YEpDsxFxcXVq5cme3bt+d3333Hbt26Kcm8TUxM6OnpyWrVqrFFixai87GyZcuyfPnydHJyUvBBb2BgwLp163LevHls3LgxzczMCuyZ6+rqivWNHj1a6QXMzs7m4sWL2aNHD5Uru+vXryvs+ubNm8fmzZuzUaNGbNmyJbt06cIRI0Zw4cKFPHXqFBcuXKjStkIWFk4+ZF9u6tChgyguyB20QlaHqgO8V69ece7cuVy4cKHSB7sgkdsfjrby/jt37rBx48YMDw/ntGnTlOLSkuSIESM0Pkd7e3vWqFFDYQeSmZnJ/fv3c/369V+NSij+Cwz9azLa0UR9+vTRqCGhbTzR6tWrixF01FGtWrXo4eGhpO3TuHFj8eHLr8jlafXq1ezbty/LlCkjBg/IjerVq6ssKy8/lBdVyEhfX1+0srxx4wb//PNPNm/enNWrV2eLFi343XffcdWqVbxw4QIXLVqk8gNmYWFBFxcXuru7U19fn46Ojly9ejWHDRvGkiVL0t7enmFhYaxUqRK9vb1pYmJCY2NjrQ+yLSwsOGLECG7cuFGrg0dBEDhlyhTeunWLBw8e5IEDB7h//36OGTOGLVq0YLt27bhw4cJ8y3NzLP8IQCGija6uLh0dHenu7s5ixYpxw4YNJKXuYmVj3KJFC1avXp3BwcEsW7YsAwIC8hTNVapUSXx+kZGRnDZtGidOnMhff/2Vx48fZ2xsrEL/tm7dyiJFihCQ7kw/NVJTU3n58mXeuHFD4SAzLS2NY8eOZYkSJdi+fXsFRp+RkaFyR5dbS0t+F6SKcgcXiYiIUEjv2bPnp715LZDjJuPrZejfCqP+XKTqhdR2jGQyVF9fX3ECqIowbmFhocSsnzx5ojR5hg0bRkC61ZRFPpo0aRJJqcbEr7/+ytmzZ3PmzJncvn074+LiRMtGiUTCCRMmaOxv1apVxf/Lly+vUYzl6+vLEiVKKHy8zMzM+OrVK5VGPV5eXgoMMq/xbNq0KQcOHMg+ffpw8ODBHD16NBcuXMirV6/y4sWLChZ+aWlp7NOnj1hWX1+fT58+/aAX9PXr1yrN/VXRixcv1Mp01VHlypU5ZswYrlixgnv27BGNym7duqWkctumTRsFy9TcDC0kJOSD7jEvXLx4UdyxmpqaslmzZkrGb7l3eWvWrBHTsrOzRc+Y8u/C48ePxXudNm0a+/XrxxIlStDf35/16tVjp06d2KNHD1GRILc185s3b+jr6yvOGXklgC+FnDgF/z8Ni9q2bYstW7ZojEykrZdGTTAyMkJaWhoAxWC2gNQTYvXq1TFgwADs27cPy5YtU1mHrq4u9PX1oaurCzMzM+jp6YmRWXKjTZs2SE5ORkREBF69eoXExEQYGhoiOzsbXl5e+Pnnn1G3bl0kJibi/v37YgDo8PBw0Zjn4sWL2LdvH7KysuDl5YXAwEB0794df/zxBzw9PfHzzz8jOjoadnZ2GDVqFExMTMT2SaJOnTo4cuSIQr/8/f1x4MAB7NixAw0aNEDx4sXzHDt5AzBLS0sUL14crq6u0NXVxZYtWzSWtbe3x9y5cxEWFoYZM2bg3bt3ePToEe7cuYP09HQYGRnB1dUVw4YNQ79+/RAdHY3p06cjJCQE5cqVw507d7Bo0SKcPXtWbRv16tXDgQMHFK5t375dyaujKoOl/KBy5co4e/YsDA0NUaxYMTEyjZOTE4yNjeHm5oYOHTogOTkZjRo1wtmzZ6Grq4siRYrA2NgYr1+/FoODN2zYEG/fvkVUVBQiIyMVIoBZWFhg/vz5OHz4MDZt2qTUj6tXr6Js2bIApNGkNm/ejPXr16NMmTLo27evkpfMgkDFihVFD5QyzJo1C2PGjBF/37lzB/PmzYOBgQG8vb3Rs2dPWFtbY+vWrTh69Ch0dHSQmZmJZ8+eITExEe7u7qhcuTLu37+PFStWICsrS4zMlZWVhfT0dHFc7O3tMWTIEPzwww+iN9GYmBjExMTA39//i0VCUgdtDYv+UwwdUGS0HwJdXV3o6ekpub5UhdDQUNy/f1+tRaiNjQ1SUlLyDHunjfWqg4MD3rx5A/nnZWxsjDVr1qBJkyZwc3NDdHS0UjkTExM8ffoUDg4OSmlLly7FoEGD8PPPP+PQoUMK1pXbt29HixYtxN/Jycnw8vJSGSpt69at2L9/P1q2bIlz587h8uXLIAljY2MYGxvDysoK2dnZ2LRpk9JYWVtbw93dHSVKlMCLFy9w+vRpuLm5ISwsDM2aNcPSpUuRmZmJ4OBg2NnZITIyEmZmZpg3b57ogvTevXuYMmUKunXrhsjISMyePRvGxsYIDAxEr169sG/fPhQtWhRDhgxBeno6nJycRBe2qtCwYUPs27dP4RpJnD17Fs+fP0diYiJCQ0PVhtvTBllZWShWrJgYqtDc3Bw2NjZwdXXFggULEBz8v3e3Ro0aOH78uEJ5Dw8P+Pr6okKFCvjuu+9gbW2NvXv3YvLkybhx4wYyMzNhYGCAKVOmYOzYsQCk1rxv3rzBq1ev4ODgAGdnZ5QoUQIBAQFITExE69atcerUKUgkEixatAj9+vX74PvLC69evcLRo0ehq6sLa2trGBkZwcLCAoMGDcLjx4+hp6cHa2trVK9eHQsWLICenjRa5vjx4zFjxow863d1dYWpqSliYmKQkpICkjAyMkKZMmWwa9cu2NnZiXnj4+MVrHC7deum5Cr4S+ObtBTVRj0xP2RiYsKiRYuKB6Pe3t6sV6/eR9erjbWqOipXrhxnzZrFyZMnq82jTtwif/gqO5CbMmUKMzIy6OPjo7JM2bJlFQ4r1WHkyJE0NDRk6dKlWbt2bQUPcampqbx//z5TUlL49OlTRkZGMjExUTwwevbsmVbWszY2NuzZsyd//PFH/v7775w9ezb79+/PRo0aif4xpk2bxnHjxnHYsGEkpdatHTt2ZHZ2NkeNGkUjIyPq6+vT19eXtWrVYp8+fRgcHEx3d3dRO8TGxoa2trZ0d3fnjh07OHXqVP78888kpWKh7OxsPnv2jMuXL2eXLl3YtGlT9u3bl3PnzuXmzZtVOjL7FHj37h0nTZokbvFlVL16dTGPRCJh27ZtleaFsbGxgoGLKjEbAM6ePVt0UiVP7u7uYkg3kuIBtYxUHfQWBOLj49m9e3d6enpy/Pjxomw/NjZWrcqxfBCT3KI2PT09mpmZaX1OBYCXL19W6pP8GZg2LqY/N/C1ytA/lxdEVSTzRvgxdWg6gAsICOD48ePzPNgsWbIk69Spw1q1aqmdxIIg0MrKiq6urmpdGbi5uXH37t387bffOG3aNI4YMYK9evVinz59uHPnTqXDrnv37tHd3Z2CILBVq1ZKqnSqkFtdrmrVqkqHgKoYRm6Sv4dp06YplL9586bI1MzNzVmkSBE6OjqyVatWrF69Or29vUVNiDJlytDT05OtWrViSEiI+GHz8PBg27ZtOXnyZG7atInVqlXjjRs3eOzYMbZs2VJBy+fx48cqZfe5nTh9SmzYsEGhbQMDAwYHB7Nbt27cu3cvSfL06dMcPXo0x4wZw6lTp3Lp0qViiDxA0WHZ27dv2bdvXwYEBNDOzo5mZmasV68eo6Ojefv2bfbt21dJf79+/fpi+Z07dzI4OJh169blxIkT833Qqy1yOyqT6ehnZWVx4sSJ4lyRWb926tSJN2/e5F9//cXSpUvTw8ODNjY2DAoKYteuXTlkyBCOHj2aAwYMICDVnBo7diwrV67M0qVL08nJiQ4ODixatChLlCjBoUOHfjWaK/nBV8vQVb3g3wpNnjyZe/fu1aghoY3bVW2pRIkSGvWnNZG/v7/SpBgzZoxCnitXrnDIkCH866+/1E4kmZ9wecodOPr58+ccOnQoGzVqxGbNmrFfv34cO3asRi+DdnZ29Pf3Z40aNWhjY0Nzc3NOmzaNgwcPZlBQEK2trenh4SHuSgwNDVm3bl1WqVKFISEhbNy4MYOCguju7s6zZ8/ywYMH/PPPP1W2VaNGDZL/iz+pzmjq0KFDWr5eH4/ch6JOTk5s1KiRGHJt+fLleT5jbXZemzZtEvM7OzszLCyM/fr147JlyxgREcEDBw6wWbNmolXsjBkzlJi5fDASWTi2D0VCQgK3bNnCjRs38uDBg+KBbFxcHLt168bixYvT2dmZnp6eDA0NZffu3Tl79mzxfWjbti3LlSunoJ6qr69PY2NjtmjRQsn1wcOHD0VfPt8yvnqGLmM6n4MRFytWrEDq+VCfMw4ODuzUqRN79uyp4E9cG8q9gtd2h9OtWzeFCSGRSJiQkMAXL17w3r17fPnyJbOystirVy+uXbtW5SSKioriw4cP+e+///LEiRO8e/euwstx6NAhBgQE0NbWllZWVuJLZmRkRDs7OzH6ec+ePfngwQMuWbKEPXr0YKNGjVi9enWGhYUxJCSEpUuXZqtWrVinTh36+Pgo7YI06Vjr6uqyatWqrFixIuvWrasyz/fff680FpcvX+agQYNYoUIFBgcHc/HixZ/VtDspKYkHDhzggAEDlAywnj59qmTdK6Pu3bsraPJcuXJFYzuLFi1SqkNfX599+vThsmXL1I7rxo0bxTrkg4bcvXs33/f69u1bzp49m0OGDOH8+fPFPr98+VKl47f8UrNmzdi/f3/x9/Pnz0mSw4cPF99bbXajXzPwLTD0giJtVrAyH9efikaNGsWwsDCNeTp37sz27dvnqQNtY2OjUbTTs2dPJiUlcffu3Rw9ejSbN2/OypUrs1atWvzpp5944cIFpqSkcMCAAQwKClJgGOXLl9dqxSK/mh84cKBS+uPHj7UeG29vb7VGPep82gD/E2+1bNmStra21NXVpZWVFW1sbGhsbEwnJyeuXLlS7T2kpqYqvchZWVkcMmSIyrmjyjCloHHlyhVR5i9/r/r6+uLHumHDhmzdujU7dOjAIUOG8LfffhPvIz09nc2bNycgFblps2I+efIk27Rpw1q1aimoAsp2Krq6ugwMDGT9+vVpZWVFMzMz1qhRgwMHDuTs2bP5yy+/cOfOnSqZ4oULF8SzixkzZqj8KDZs2FDp2eb2VCibB6amprSxsaGdnZ3a99rY2Jg+Pj7ihy0oKIjr1q0jII3+JFN/3LZtGwFpJCJtgp18zcDXrLZoYGCQp+YHID35JymqZhUk5AMufyysra1haGgIXV1dtWqHMuTls93R0RGVK1fGkydPcO3aNa3aNzY2hru7O+7du4fQ0FCcO3dOyT+5PBYsWIAVK1bg6NGjKFKkiFJ6UlISbG1tRR/s48aNU9IsSE5OxnfffYdr167B19cXrq6uMDExQVZWFl69eoVVq1Zp1fc1a9aIKmhv375FQkIC3r59K2oHVahQAb/88gtMTU1x7do1HD16FNeuXUNsbCzKli2LOXPmQE9PDykpKahWrRquXLkCQFkFTobTp08rBGAuWbIkbt++DVdXVzx79kxtQOyCQtWqVXHq1CmFa2ZmZrC2tkZsbCzev38PBwcHvH//HsnJyWKeCxcuICQkBP/++6/oj3v48OGwtrZG8eLF0aJFCwX/9DLcuHEDAQEB4u8qVarg0aNHopqtp6cnPD094e3tjYCAABw9ehQ7duxAkSJFkJqaqqTeu3fvXjRq1Ej83bVrV6xZs0b8/fz5c7i6uiqUuXLlCubPnw9bW1ukpKTAz88Pw4YNw8iRI/Hzzz9DIpHA09MT/v7+cHR0hL6+PpKSkrB161bY29ujfv36ePLkCV6+fIn4+HgkJSWJ75C7uzu+//57lCpVClZWVsjIyMCLFy9gaWmJ2rVrf/Ln+bnwVWu5NGnShFWqVPkkK2U/Pz+WKlWKvr6+dHFx0bj6K0hTcGdnZyXrRwMDA1apUiVPx16qKD+n9vIkc8yVnZ3Nffv2ceXKlZwxYwZnz57NWbNm8Z9//hEPnzZv3szFixdzwoQJXLduncJh0cOHD3n06FFeuXJFYXWTnp6uYKptamrKEiVKcPr06aIlnyy9b9++/Omnn9i6dWs6OTlRR0eHvr6+7NWrF7///nvR+19qaip//fVXJRHctWvXuGrVKo33K3MsJe8pEQDr1q2rdrVz9epV/vbbb+zVqxfr1avHnj178uTJk5w2bRobN27MkJAQDh8+XMkPSkEgPj6eW7Zs4fjx49mjRw926dKFlSpVUlqt554Ljx8/ZmpqKnfs2KHSncXQoUNVtrdjxw6FfJMmTeLz58/5559/csyYMWzbti1Lly4t+lUyMjLixIkTmZmZybFjxyqJ+KpXr87Nmzfz/PnzfPPmDePj47lnzx7u3buX9+/fZ2JiIocMGUILCwtaWlrSz8+PdevW5e+//85jx45x1apVjIyM5Pr168X3plOnTkruM0xNTdmpUyc+f/6cs2bN+qAYBJMnTy7w5/elgK9V5PKhWi4mJiZ0dHSkra0tTUxM8vR9ItuWaqLPoXHTqVMnDhkyhL6+vh91EGxkZMQDBw6IvlmmTp3KPn36sH379hw2bBjHjx/PefPmsVOnTgwODlb6IPj4+CgwZlXBe+fNm8eFCxeyU6dOasUyU6dOVdvHDh06kGSebma/++47hTrlnbTJi5rOnDmjMpg0IBWVtG3bVmGLL5FIGBcXx5cvX+YriPKZM2dUtrF+/Xqt68gLsbGxHDVqFKtVq6aViDAoKIjjxo0To8Xfu3ePfn5+avPPmTNHbduvXr3inj17+O+//yqMV0xMjIL5fMeOHUXT+3nz5onXfX192bNnTyWfK/Kkq6vLMmXKaD2fVR1gC4IgBkPX0dHhrVu3FNKtrKxYvnx5rZn7ihUrCuz5fWnga2Xosgmi6gH0799fo0y1IEgTEzc2NqaRkRENDAyUPN6pIhMTE9HniKaDV0NDwzx117t168YuXbqofClkh4vqyN7eniQV/GSrelkSExPFCRIdHc3w8HAxcEWDBg0UXqAJEyaonFjXrl1j7969WbVqVdatW5fNmzdnhw4dWKdOHf7+++9s164dg4KCFNr28PBgy5YtxUPL3r17K9S5evVqenh4sGTJktTV1aWenp6oB52dnc3du3ezX79+rF+/Plu3bs1//vlHQRMjMTGRVapUYeXKlVXGTs0LcXFxbNOmDcuWLcsyZcqwWLFibNu27UdrdMgj9wKjTJkyovl5x44d6eHhoVbdtXTp0qJr3SJFiiiciRQrVizf8VZlyO3u+ZdffhHT7ty5w5o1a4o+XWTk7e2dp38U2Xvm6+vLGjVqsFevXqxRowZLlChBOzs7Ojg4sEaNGgo7aB8fHw4bNoxdu3YlANarV49paWns2bMn7ezsREYvo/r16zM5OZnv37/nkydPuGPHDtEdxX8RXzVDV6d7/TEiEBMTE5qamubpktfY2JgXL14sMH8ydevWVelF0djYWGTiLi4uWhsjafJtoo5CQ0NJSvW5J0+ezJ49e7J27doMDQ1lUFAQq1SpwmXLlvH+/fs8evQoV65cyV69erF69eqsV6+egkOjO3fucPfu3UxJSRE91ckMQP7++2/OmzePx44dU1jpRUVFsXfv3jQyMqKVlRXr16/PgIAAJUMxFxcXtmvXTqMb0oyMDFH0061bN4XysnlTr149hTLyftn379+v7TuigE+t4fLy5Uv+8MMPbN26NUuWLElLS0sWKVKEQ4YM4YQJE1i9enXa2dlp9bz9/f3ZrVs30TdP586dP6hPSUlJXLZsGYcNG8Y1a9aIYyCRSHjkyBF27dqVYWFhHDhwoNJqOTg4mAMGDOCUKVM4c+ZMlfPY0NCQxYsX5++//86UlBQ2adKEgNTXjKYddqVKldixY0dWq1aNAQEBYrQg2Vw/f/68xvE5efJkQT66rwJfNUPPD9nY2LBUqVIic9KUt2HDhly7dq1aj4GAdn7FVZG5uTmNjY1ZtGhRVq9ePc+Pj7m5uRh+TNXHQ9sPSoUKFRgREcGDBw9yypQpbN26NatVq8a6deuyb9++nD17Nl+9esUzZ85w4sSJKnc4ffv21dhGt27deO3aNSW3pbIXsE2bNuzdu7dCmYoVK5JU9BwIgFWqVFEIuiBPW7ZsydckVqeZtGTJEjHP+/fv+fjxY964cUN0ASyPhw8f8tChQxpX7h07diQgFdN9Cty+fZu9evXK81zEzs6Obdu25bx583jy5EneunVLpYYI8L+dppWVlUona5ogkUj4xx9/sGnTpgoRlGRQJdq5deuWkpxbEATRcheQ7rz++usvDhgwQGEnXLNmTS5cuFDcfap7B2UWsXnR6dOnNabntpP4LwDfCkMvV64cFy9enKcFZ8WKFVX6clY1yfNDZmZmNDIyoqGhIV1cXOjp6Znni6erq8tOnTqxZs2arFu3rtKOQ1tZubm5Obt168by5cur3bU4OTmp9bcuY0CqjFBkvsIBqDxYlOmMOzk5ifq6vXr1EidQbhn02rVraW5uztDQULq4uHDBggUkpeKK3Cp4MipdujQ7d+4sPrf8eK6TSCS8desWt2zZwpUrV3Lbtm3cuHEjr1+/TpIqZcodO3ZUqOPJkydiWnh4uNq2Vq5cSQDiPRUkYmNjFfooHy5Q3jgmN5mamoofxmrVqrFdu3asVq0aQ0JCWLZsWYXVvJOTk+jaQBvI1PkAqevn3Bg/frxCX0JCQrhhwwbOnTuXHTt2ZJkyZejo6EgbGxuRKlSoIFoAX7lyhc7OzgwJCWFYWBjnz59Pb29vBU+bJiYmbNeuHefNm8exY8cSkEalqlixohhYJfeYODs7K7i7jY6O5tq1a7lgwQIePXqUr169+k/ETlWFb4ahA5p1kTWRIAi0sLCgnp6eRvmxt7c3N2zYkG83pB9DXl5eLFu2rFYr8Q81WBo0aBBJqcvP9u3bs2HDhqxQoYIocy9evDhPnz5NUur+9fTp05w6dSo7derEYcOGMS4ujhKJhPHx8Rw7dixv3LihYJwzdOhQpqWlccGCBZwyZYpKmfK1a9cISD9ijRo1YqNGjVi5cmUWLVpU4QNbt25drX2kPH36VOnj3Lp1a4U8st2DPFlZWSmITjIzMzl9+nS2bdtWyX/H54JEIuHy5ctZu3ZtUR+/WrVqjIyMZGRkpBjYQpNGlowBFitWTGPAFm0j6iQmJnLUqFEcOXIk7969y3/++YcDBgxg9erV6eHhoXE+Wlpasnz58mzatKm40Jg8eTJfvXpFQ0NDxsbGMi0tjZUqVeK9e/d4+fJl8TyqSJEi9Pf3V7t4+/PPPxkREcHFixezcePGLF++PGvWrMm5c+cyNjaWEomEEomEgwcPVipramr6zeuaa8I3xdBzk76+Pr29vVm0aFE6ODhodNpVokQJLliwIM868zpY1EQfKqbJLTfXtCLLTTK55tChQxkaGqoyz9ChQ9m4cWN6e3sr7AqqVKkiHhpmZmaqZQK5t6ZRUVEK6Z6enuzcubPCtQMHDiiUUWeiLggCdXV1OWLECIV4pbmDb6hate/evVupvtyWrwkJCdy0aRPHjh0rBpOWmc1LJBKmpKR80aC+pHTsV61axXLlyuU5h6pXr87Jkydz5cqVKkVkxsbGdHBwEOeQLGDInDlz+Ouvv4o7Fxmys7P55MkTpYPw6dOn8/fffxf7J2+5rKury7CwMA4dOpRDhw5lq1atlA5q9fT06OHhIfqyNzQ0FD/0NWvW5LZt20hK/fssWrRIFGf5+PiwWLFi9PX1zXfoSWtra/EeJBKJyjxubm6FDP1LMHQdHR3R8VTp0qU/eHX6saSvr09zc3OamZnR1NS0QH2waCI3Nzf++uuv7NSpk1pZMyDVXsiPCMnAwEDBRF4WfCErK0tl0AdPT0+VqonZ2dmMjIzknTt3mJGRwenTp9Pa2lrcAssHBLh06RLXrl3Lrl27MiQkhIGBgSxdurSCRkK7du0U6t+3b59CP1atWqVyAicmJvL06dP8+++/ee3aNWZnZ/P169ecPn06f/rpJ44bN070kJd79S6/Xf+STF3+eVhbW7NZs2YaGbuurq74Yfby8uKvv/7KMWPGsFmzZqxUqRJr1qzJkSNH8sSJE7xw4QKnTp3KcePGcdWqVUqiBvngD7KVu7yZfXx8PLOyssRzHnUkCAI7duzIkJAQjhw5kq1ataK9vT0NDAxYpkwZnjt3jqTU42bTpk35/PlzZmdnc+vWrRo1v/z8/FijRg2t5ra8KJCUHjDv3LmTu3fv5qlTp3j69Gm+f//+8zzUL4SvlqEXJGnD8H755Retwo0VRB8sLCw4f/58Dhw4kAEBAVqVl4lkNIlmZOIk+Z2Kv78/S5cuTXd3d6WdQPv27RU0FlJSUvj8+XNmZWUxKSmJL1++VGB0z549Y3BwMM3Nzdm/f39mZ2czJiaGMTExaidYbpU3VeMi23aTUga9ZcsWzps3j/PmzfugKPLqXCvIh98jyfnz5xNQDnz9uSE7u5A/A9HR0eEPP/zAS5cuccaMGaxVq5aYLghCnru42bNnMz4+Xun68uXLFdrev38/bWxs2Lt3b5HZbd68mRUrVuTIkSOZnZ3NN2/e8MSJE5wzZw5bt27NSpUqiY7RdHR0OGPGDN6+fZu//fYb+/btK9Y9btw4mpmZ0dnZmU5OTjQxMaGVlRXt7e05cuRIzps3T2TWzs7OLFu2LC0tLenl5UV7e3uFd8bPz4+jR4/myJEj2adPH7Zu3ZpNmzZlp06duHfvXr5+/ZovX75kpUqVVK7s5X3O/JfxzTF0Z2dnMUakgYGB2kNCQHqwtHz5cl68eFGj5ouBgQHd3d3p4uKSLzXFUqVKsVKlSgwLC1Mr7siLZL5HNB2wyjNiHR0dmpubc+LEiezVq5da+bu9vT179erFunXrsmTJkrS1tRXzde/ena9evVKr5aOnp8fo6GilVassZqWMZJakAFi7dm2lA9LMzEyN22ZLS0sFp1GqRGJOTk75Xj3fu3ePI0aM4JAhQzh48GAOGzaMY8aMUQgFl5iYyJ9//pktW7Zkx44dFUQOJDlq1CgCUlfHn+IA7c2bN1yyZAkbNWqUp1wckMqVe/furdYDZG6SuUTesWMHhw8fzkmTJvGnn35SOp+QnY2owpIlSzS2MW7cOC5ZskQ8ZD59+jSLFy9Okhw7diz19PTElXv37t353Xff0cHBgV5eXuKO28jIiGPGjOH3339Pf39//vDDD1y4cCG7dOnCfv36qXWkZm9vL8rc+/fvT5KcM2eO2r4uXbq0wJ/h14hvjqHnlz5GZ93b21v0razpMBUAhw8frtWLmRcNGTKE//77L+fNm8fw8HCVmisBAQFKnvc0kampKUNDQ8UDQg8PDyYnJ2ssI2PWrq6uIqPOzs7m7du3ef78eUZERCh4ritVqhQjIiK4ceNGUT0uLS2Nf//9N/v3788hQ4ZwxYoV3LVrF3fv3i0eWC1cuFCcjB06dFB5rwUtDtm4caNSO7k9ScoCnDg4OCgEJC4IyBxEycjKyort2rXLM/K8g4ODKKZq27Ytjx07xs2bN3Pu3LmcOHEiR40axfnz5zM6OppxcXE8c+YMr1+/zqNHj/LHH38Ug3PLQ6YC6OrqqiRblhnvqCI3NzcmJCTw+vXrLF26NJOTk3nlyhVaWlry6NGj7NatG1u2bEkvLy+6ubkp7Q4FQWD9+vVFtwlHjhxR2Y42ihCy8xWZpey1a9d45coV7t+/n7/99huPHDmSL4vgbxn/eYaujlq1asVFixapDCIsT3nJDvNLfn5+Gg9vAwMDtT4U1bQ70USLFy8WJ0BycjKPHDnCTZs28ebNm3z27BkzMjK4f/9+mpiYiB4Ujx07xnXr1okv/YMHDxgZGcmMjAxKJBKFD4STk5Na3yrNmjVT0Dy5e/euAiNJTEzkpUuXePToUV68ePGTBBk4duyYAmPx8/NTGchZpi1R0Dh8+LDaZyPzTdKlSxfWr19f3P1VqlSJ9evXp4uLCx0cHBgcHMzAwEDxgy/vJuHNmzcq67ayslJibLNmzSIA9uvXT+W9ZmRk8MmTJzx27BgvXLjAffv28cCBA4yJieGoUaPo5+enUqSZOzCHKpIdjJLkjRs3FNKcnZ3Zrl07vnnzhtu3b+f06dM5YMAAtmzZkg0aNGDfvn25aNEi0c9PIaT4zzF0d3d32tnZaeVPPDQ09JP5WreysqKlpSUdHR25aNEiVq1alSYmJkrikbyYsszEXPa7Vq1arFatmsqDUgsLC06ePJmjRo1i69atGRISQmdnZ1paWtLc3JwNGjRQ0G/OTaqCXZDSlbYsz/79+xUsM2Wm/9nZ2Vy0aBEDAgK4bt26D9IWkpn1f6iJ+ofgS67cJBIJz5w5ozLcoYGBAb28vBgUFKTVOYutra1Yb1ZWFidMmMASJUrQx8eH/v7+rFatGlevXp1nnxITE9X6Hh8yZIiYT5OPdEC686pbty6trKwYGBhId3d32tjY0MnJiaVLl9boU0Z2D+3atVOqV/7jIfNnXoj/QVuG/p8LEq0OxYoVQ2pqKiwtLfHs2TO8e/fuo+u0tLSElZUVkpOTER8fr5AmizQ+fvx4uLq64sGDB7h06RLu3LmDtLQ0uLm5wdjYGJ06dULz5s2xYcMGbN++HVeuXMnTrW+JEiXg4OCA169f4/79+3n208nJCVFRUSpdiZ47dw6vX79G48aN4e3tjWfPngEAihQpgpcvXyqVuXHjBk6ePAkDAwMYGhpCX18fpqam+PPPP7Fz506N/Rg9ejRmz56dZ3+/ZcycORMeHh64fv065syZo5RuZWUFR0dH2NvbQ0dHBydPnkRgYCD69++PmJgYJCcnIy0tDTo6OrCyskLjxo2VglFLJBJIJBIxcLI2OHbsGGrWrKkyrXjx4rh37x4AICMjA1u2bMGjR48QFRWFv/76C2FhYQCApk2b4u+//8aTJ0/g5eUlBlSfNGkSPD09terHy5cv4ezsrHRdEASQhI2NDSIjI2FsbKz1vf1/gLbuc/8TDF1XVxcDBgzA+/fv8dtvv32KJj4IHTp0QEpKCs6dO4eYmBiFtJYtW2Lbtm1KEd2NjIyQlpYGU1NTrT46lpaWOHbsGIoWLYpbt27hyZMneP36NTIyMuDq6goLCwtUr14dDx8+xIULF3DmzBlcu3YN0dHR0NPTw/Tp0zF48GAAQFpaGuLi4mBsbAwLCwuRYVy6dAm9e/fGs2fPoK+vDz09PTg7O6NixYpwcHDA3bt3sX79egQEBGDGjBnQ0dFBSkoK9PT04Ofnh6JFiwKQ+rfX0dEpoNEtGGRlZeHs2bNwdXXVmilpwsCBAxEYGIigoCCMGjUKo0ePRnp6Oi5duoQHDx4gMjIScXFxyMrKgoWFBby8vDB37lw4OTlh4sSJWLx4sej/f8aMGRg3bpxC/VFRUXBxcUFQUBAuXbqUr74lJiaKH4y0tDQkJycjKysL5cqVg6mpqZiPJC5evIh79+6hV69e0NXVRf/+/fHjjz8iKipKaZwqVqyIs2fPat2P2NhYXLp0CdHR0WJ/3r59CzMzM7Ru3Ro+Pj4KeV+9eoWSJUt+dXPnc+Kr9oeuLVlaWrJGjRqcNGkS582bp1Gs4OHhwfbt27NVq1Z5HnTmlxwdHVm1alWOGDGCa9asURmFXRsqWrSoqJVTsWJFLliwQMFNaW6ZZatWrRgVFcVVq1ZxwIABrFmzJkuWLEk/Pz8GBgayZMmSLFmypNq4o8WKFSOpWcWwcuXKDAkJoaWlJUuWLMkdO3YobPUyMjK0NgSxsrKil5eXgrjJ0NBQ5aHd58K7d+84YMAA7t69W2W6fGSmjzkkzS2njouLY/v27enh4ZGnUdGwYcP4888/K13v3r27UjuJiYkMDw//pL6+Za4QAHDmzJkKFqjJycmiKwcPDw8WKVKEP/74o9Z1P3z4kA0bNlRwFyF/9pMbsjw//fTTR93Ttw58CyIXY2NjvH//Ps9y9vb2MDU1RUREhMZ8dnZ2MDc3x9OnT5XSZCIQTWjUqBFsbW0VIrDkhp+fHyIiIpCWlqaxrhYtWsDU1BRv377FlStX8PLlS+jq6oIkSpcuDVtbWxw9ehSDBw9GVlYWIiMjkZSUBEdHR7Rv3x42Njbo3Lkznj9/rnB/WVlZSEhI0Ni2LCJUSEgI7OzsMHHiRMydOxeCIEBHRwexsbFITU1FkSJFkJGRgf379yuUz87OVlgN/fzzz9i+fTvs7e3h7OwMU1NT6OnpQSKRKEUyUoXJkydj0qRJeeb7FFi2bBn69+8PXV1dpKenK0X1efr0KUaPHo1GjRqhS5cuHxThZtasWRg3bhzatWuHjRs3AgCmTJmCyZMnK+UtWrQoDAwMEBERgZo1a8LV1RUTJkyAqakpZs6ciYsXL+LVq1fw9fXF4sWLUbx48Q+6749BbGwsJk2ahLCwMLRv375A665Tpw4OHz6scM3Z2RkvXrxQOfYbN27EyZMnMWnSJJXRtf6/4D8vcpHJ3OT/d3BwQGxsrEoZ9KRJk/DHH3+IMuLc0Ibhq0P58uWRnZ2N+Ph4PH36FCVKlIC+vj5ev36tJGoZN24cZs6cqVSHfFi+vXv3wsLCAlWrVlXIIx82r3Tp0vjhhx9gYGCAV69e4enTp3jx4gXev3+P7OxseHt7w8PDA8OHD8eECRNgZGQkMgtvb2+sWrUKhoaGSE5OxtGjR8U+DBs2DPfv38fgwYPh5+eHn3/+GcnJyTAxMYGNjQ3Kly+PWbNm4cmTJ+jWrRuuXr2Kfv36oUKFCtDV1YWuri4yMzORnJwMiUQCR0dHNG7c+IvJRLOzs3Ho0CH4+PigWLFin6SNmjVr4tixYwgODsbFixcBSGXRx44dw5s3bxAdHY2YmBhxPujo6KBp06bo1asX7t27B3t7e9jb26use82aNejatSsA4Pjx46hWrdonuYfPhbdv3+LYsWPIysrCmzdvIAgC6tWrB29v7y/dta8a/wmRS5UqVUTH/prI0tKSJUqUUKtZUhCRiWrVqpVnntq1a+eZp1WrVhrTra2txSg1T58+5Zo1azhs2DC2atWKHTp0YI8ePThz5kwuX76cw4cPZ5UqVRR02g0MDERtkn/++UdtO6NHj6a/vz99fHzYs2dP3rt3j1lZWaK5euXKlcW8ucU5ub0rOjg40MjISAzrFxQUpFbE8V9EZmYmnz59mm9fIvLuYo8ePaoyj7yvnEOHDhVEd78YZMFKlixZ8kXFcN8i8F9QW6xevbpGubmMNOl/yyh33EbkyABHjx7N4sWLKzD93AzMzc2NdevWzZfRjzr65ZdfxPBx9evXZ4kSJejh4cGQkBB6eXmJsUlVfYR0dHT4/PlzNmrUSGMb9evXZ7Vq1Xj27Fl6eHgQkFok2tjY0NTUVMGNqTzJy4HlXazKj0NISEieOv6A1FeOqijxhfgfNmzYIBrivHjx4kt355NDXiXSz8/vS3fnm4K2DP2zi1x0dXUhCAKysrKgq6uL7Ozsj663RIkSePTokRgJXB5mZmai1oAqODo6Ijo6Oq9+IyAgANeuXfvYrqqEvLglr3xmZmaoVq0aTExMYG5ujtjYWERHRyM2NhYAEBQUhHXr1gEAWrduDXd3d3FsWrRogR49eoAkduzYgdu3b4sR1uvXr49q1arh/v376NSpEx4/fiy2Z2lpCQsLCzg6OsLZ2RmHDx/GjRs3UKVKFZiYmOD9+/di/42NjWFvb482bdqgZcuWn2S8CvFtIjExEdOmTUNGRgbatm2LypUrf+kufTP46mXopUqVwq1btxTSraysRMaQmpr6UW1pe+CqDczNzWFgYIC4uLgCqU8VTE1N8dtvv0FHRwcRERF49OgRXr58CRMTExgaGsLExAQBAQEYOHAgAKl63NWrVxEVFQUjIyPMnz8fDRs2BAC0bdsWW7ZsUWqjaNGimDp1Kl6/fo0GDRqgXLlyCumpqanw9vbG69ev8+xv7dq1kZqaisePHyMxMVFUw2vfvj2WLFlSACNSiEIUQoavnqF/DpQpUwbGxsY4f/68eE1fXx9t2rSBnp4eNmzYoHJVD0gPIHV0dGBubg4TExNERUV9VF+Cg4Nx9epVtTsSHR0dODs7Izo6Wmm1vmHDBrRv3x6nT59GlSpVVJavVasWSMLIyAguLi5YsWKFUh5PT08FDaDff/8d9evXh729PfT19ZGSkoIaNWrg0qVL0NHRgYmJCQwMDKCnp4eMjAy12jWCIMDQ0BBpaWkQBAFpaWkwMDDQcmQKUYhC5IWvmqHr6+urZaQFgXr16uHgwYNq03V1dVG1alUcO3ZMYz2CIMDOzg5v3rzJV/t2dnaoWrUq2rVrh3HjxuHRo0f5Kp8bsvtp3rw5IiMjce/ePTg7OyM+Ph4pKSlwc3MTLf0AqdZFly5d8OzZMxgYGKBWrVpwcHDA5cuXMW3aNCQlJeHly5ei6qW5uTnOnj0LkkhLS0NgYCBkojEZrly5gqCgIPG3o6MjjIyMEBkZKX6kTExM0KdPHyxYsOCj7rcQhSiEIr5aLZdKlSop+SsxNTWlvr6+Rm0UbY14bG1t6ezszCJFiuT7wNLS0pJGRkYKLm9VGSnJx+vURL6+vlrla9CgAUNDQ+np6Uk7Ozs6OjrS29ubPj4+Sp4KFy1aJPqOlmlGZGVl8Y8//mDNmjVV1r9nzx7xcEUWMi43tWnTRvxfVUBl2UGou7s7S5UqJUaSsrKyYtmyZXns2LH/dMSYQhTiSwIFdSgqCIIRgJMADAHoAdhGcpIgCDYANgPwABABoA3Jt3nURUdHR9H0+XPB0NAQOjo6yM7OhoWFhXiA+KGQ1wfPL/z8/GBiYgJAuupVh9DQUBw7dgzGxsaIjIzE9OnTsXz5coU8Hh4eGDx4MO7fv4/evXujRYsWePHihVJdY8aMQcOGDVGlShVIJBKcPn0aN2/eREpKClJSUlCyZElcunQJ8+bNg6OjI5YtW4bExETo6emhdevWEAQBN2/exIgRI/D48WM4OTnB29sblpaWePz4MQ4dOoTu3btj1apVHzQmhShEITSjwEQugnTfbUoyRRAEfQCnAQwF0AJAPMnZgiCMAWBNcnQeddHY2BjZ2dlaaXVoAx0dHZiamsLGxgZZWVkfLev+UJQtWxZZWVl4//49UlNTkZCQoPZQtnjx4hg0aBBOnTqF06dPIyUlBUlJSUr5Bg4ciNTUVLRt2xb37t3Dd999J6bp6OjAzc1NwXr24cOHiI+Px6VLl6Cvrw+SKF++PLZt24b4+Hg8fPgQZ8+eFQ+czc3NcffuXdFZ0rx58zBixAiFPnTp0gX//vvv/7V33mFRXN0f/85WYFl6r9JEUEFQsSAq1qjYS2IviZoYTYyaGI0x8U18Y2+xR43xVZNoorGmaOwoKmLHBogiKEiXDsv5/YE7P5ZdYMGl6f08z33Ymblz596Z5czdc0/BgwcPKhz///73P4waNUqbW8VgMKpIjahcABgAiADQBsA9ALYv99sCuKfF+dVy8qmpvKPaqnH09fWpQ4cOZGZmRm5ubjV+XbFYTD4+Pir7lHG9i4uLKTMzk7Kzs2nfvn3UsWNH6tmzp1q4YGVatrNnz1Z4ralTp1LXrl0pKSmJrl69Sra2tmRmZkaenp7k7+9fqXppwoQJdP/+/Zr4lclgMF4CLVUuWsXf5DhOCOAKAHcA64joIsdx1kT0FACI6CnHcVbatKWM2wD8f2TByqiOesbY2BgZGRmlx6B8qfC0aNEC//3vf0FEmD9/frnR63Jzc3Hu3Dno6+urtFlVBAIBJBIJ8vLyeNVLYWEhioqKQETw9/fH119/DXt7ezx//hy//voriAiZmZl8hLu//voLeXl52Lt3LziOQ7t27dCoUSN88MEHKtdKT08Hx3EYM2YMVq1ahbi4OGRnZyMuLo6PtBgSEoJ58+YBAHbt2oWPP/4YT5484eO4EBFOnDiBzZs3o6CggDehlMlkUCgU2LBhAxITE2vMpZ7BYFQRbaQ+/f8M2wTASQDNAKSXOZZWzjmTAIS/LASUZDfv2LFjlaIV+vr60o4dO2jRokXk4uJCYrGYzMzM+PyDZYu7uzt5eXmRiYkJ9e7dm0aNGlVu23369NG6L/3791fZNjc3Jw8PD/L29tYqKmF5C5fKsmbNGurSpQuNHDmSd+GfN28ef7y8XIyffPIJHThwgFatWkWbN2/mc1Q6ODjQvn37aOHChdSlSxdq06YN3b59m3/zP3z4UK2t0aNH07p16/jFYaFQSKampmRnZ0dOTk7k4uJCxsbGxHEc/fnnnzUwH2EwGKVBTbn+A/gKwCxUU+VSugwePJh3TS9b9PX1+exAtra2GuO0tG3blvz8/F5J/aEpiTPHceTi4kKNGzemgQMH0vjx4/mcj+W9bD7//HOaM2dOubFnKguhCpS4Q5fdp8zmrkyb9uWXX/LHSifT3rx5MxGVhG29du0aZWZm0t69ezVeZ9SoUdSnTx8aMmQIzZkzRy10QtmXVtni6elJH3zwAR0/frxmv8UMBoOIdGvlYgmgkIjSOY7TB/APgMUAOgFIof9fFDUjos8qaYsmTpyItm3bYs6cOWqRCGsDIyMj3mX+ww8/hFAoxIoVKyoMQdCvXz8YGBggKSkJycnJSE5ORkJCAn9cqc7RpNYRCAQgIggEAixduhROTk6Ijo5GdHQ0oqKikJycDGNjY/j4+ODChQt4/vw5HzExPz8fRkZGeOutt7Bq1SqsWLECd+7cQV5eHuzt7eHt7Q07Ozs0a9YMjRs3xtq1azF37lw+1IGenh7c3d3x4sULfuFTLBbj9OnTKn3s3r07/vnnH3777t27CAwMRH5+PuRyOcRiMQwMDGBgYICrV69CKpUiIyMDUqn0lZ8Hg8GoHF1aufgA+AmAEIAAwB4i+g/HceYA9gBwAvAYwFAiSi2/pf93LPrwww+xbt06rQZSHzA1NYVYLEZSUhL09fV5Bxwl9vb2kMvluHfvnppArwgnJycUFRWpvBzKIygoCGfPnq2wjqYXypAhQ7B3714A4Pu9efNmxMbGwszMDJmZmZg0aRI8PDxw5coVTJw4EdevX4eFhQUcHR1haGgIoOTFlJ+fj/Pnz6NTp04qWZYYDEbNUm89RU1MTHgXcjc3NzRt2hQHDx4sWw8cx1Xb1vtVsLKyQl5eXsmKsUiEtLQ0GBkZqZkVCoVCTJ8+HcuXL6/2tQQCAW9euH37dqSkpODRo0dIT0+HWCyGvb09fHx8YGdnh0GDBqkku9CEhYUFzMzM4OPjg65du8LPzw++vr6QSqXYtGkTvvjiC2RnZ8PU1BRyuRyGhoYwNDSEs7Mz8vLycODAAVhZWWHEiBFIS0vDkydPeBNHZQ7LFi1aYO7cueXG72YwGLqn3gr0rl274t9//wUANUFpbm5eowGwlLRt2xbPnj2rNAPSrFmzEB4ejoSEBNy/f1/t+IgRIxAZGVlhFEZ3d3eEhIQgLS0N+fn5SE1N5TMTubi44NSpU4iLiyt33P3798cff/yBnJwcHDp0CPHx8cjJyYFQKIRcLkdoaCh++eUX6OvrIz8/X+UlaGlpiW7duuHRo0f8zNrIyAiXLl1SizBpbW2Nfv36Ye7cudi/fz/u37/PJ2No164dPvnkk2pl82EwGK9OvXX9L12MjIzIxcXllRY1yxZtYpabmZnR0KFDX/las2fPpmnTplGTJk3IwMCAxGIxGRgYkLW1Nb399tsUHBysdo5AIOAXYn19fSu9hqurKxERPXnypNw677zzDikUCsrOzqalS5dqXFytqEilUsrNzSUiKjcBR2Rk5Kuv7DAYjGqB+hoPXfk5ODgYV65c0eghWRdIpVIUFRWpLI66uroiOTlZpY/e3t6IjIystL1Ro0bxccnL4+2338alS5fUcqC2aNECCoUCN2/eBABMnDgRxsbGuHnzZoVBx0rj4+ODGzduVFjH1NQUaWlp8PPz48MQREdHY9WqVbytub6+Pho3boyRI0eyGTqDUUfUW5WL8rMmvXRdM2TIEJw5c0Yn1jdhYWGQyWTYuXMn9u7di+fPn8PQ0BDm5uZQKBRITk7WKopjeckvvvjiC60SNHft2hXz5s3DixcvkJqaiqSkJDx//hwZGRnIz8+Hs7MzJk2axFvBMBiM+ke9FeheXl64c+cOv08XWYuMjY2Rn5+vlddpRVQ36JaFhQVsbGygp6eH8PBwmJiY8FmUJBIJcnNzkZpaYgA0ePBgODg4YPXq1dXup4ODAzIzM5GZmYkvvvgClpaWvNdpWloa9PT08OLFC7i6umL48OEQi8VQKBTYu3cvDh06hNjYWGzYsAE+Pj5qbT979gy2trbw8fHB9evXq91HBoOhO+qtDn3cuHE0efJkNR2tv7+/2j6O44jjOI3OP3VRPvvss1duw8fHh44dO0ampqbl1qnIa3X+/PlUVFREISEh5dYZO3asmg5uxYoVKnWaN2+uUVeXk5NDISEh9P3331dL18dgMHQP6qsO3draGubm5mjfvj22bNlSZ6oXgUAAFxcX+Pn5YdasWYiJicGqVatw6dIljfVtbW1RVFSErKysSlPblY4jY2hoiFatWkEgEEAkEiEoKAgZGRkIDw/nbbmVvwwquxdKO/NvvvkGt2/fRkREBJ48eYLCwkKVhCFdu3bF8ePHVc5NTk7GwoULUVxcjMLCQowePRrt2rXT5lYxGIw6pt6qXJSfazprUVVQ5h8ViUQVBgIrm3DayMgIeXl5KCoqglgsRn5+frnnjh07Fnv37q2xXKk2Njbo2bMnPDw8MGbMGDg6Or7SdWqa3NxcPH78GAYGBrCzs4NQKKzrLjEY9ZZ6L9CDgoJgZGSEI0eOaKxrYmKC4uJiFBQUvLJuXBukUqmKQHZxcYGrqysMDAxw4sQJZGdnv1L7xsbGKCgoeOXE1V5eXoiOjta4UDp06FCNyaHrEoVCgevXr+PWrVuIj49HQkICoqKi+DjwQEmIgsDAQIwZMwZDhw6Fvr5+Hfeawahf1FuB7urqipiYmFq7ZmWUnpVrcp3XFc7Ozhg9ejTu3bvHu+IDQEBAAO7fv6+WgFkkEkEoFEJPT09jyF4XFxdcvnwZeXl5OHLkCCZPnozAwECcO3euRvpfHXbv3o0vv/xS5XkbGxvDxcUFAQEBCAoKQlZWFu7du4fDhw8jKioKnp6e2LdvH7y9veuw5wxG/aJeLoqWF+q2oRRLS0uNUR/LFrFYTEBJhMVGjRppXPCtShGJROTo6EjDhw+ngQMHUtu2beno0aNERHyYXAC0Z88eev78OT18+JDu3btHsbGxlJmZqfMFGm24cuUKASWOUTt27KC7d+9STk5OufWLi4vp0KFDfFTLvn370t27d2uxxwxG/QU1FT73VYpS8JTNxlPfipWVlVoi61cpxsbGJJfLtaprb29P7du3V0kw3bx5c3r+/DkRESUmJtKPP/5Iq1evpsjISOrXr1+lbSqTSdcGxcXFFBYWRsHBwcRxHEVHR1fp/ISEBJo/fz6ZmpqShYUFPX78uIZ6ymA0HOq1QC8trOqiVJbM4oMPPqDx48fXeD/atm1b4fHSMdS/+eYb+vHHH9XqTJ06tdLr7Nmzp2a/bS+5efMmNWvWjICScAKvYvr477//EgDauXOnDnvIYDRMtBXoWqWg0xV6enqYOXMmvvvuu9q8rBpSqbTChdYNGzZUq107Ozv4+PjA3NwceXl5+P3338uta2RkBDs7uwrbK+1wdfHiRRWHLKAkyNjatWsBAF26dIGhoSGMjY1hZmaGZs2aYciQITA2Nq4Vl/3i4mL07NkTWVlZ2Lp1KwYPHgxjY+Nqt9e6dWuIxWKsXLkSbdq0gbu7uw57y2C8pmgj9XVV8HLGaGNjU+XZrEgkImNj41qbuVtaWqock8vl5OPjQ59//jl16NChwnZat25NEolEJ3368MMP1fYRlag24uPjKTAwkGxsbMjFxYWcnJxU0uAtXbq0BucMqhQXF5Oenh6NGzeu0nrJycn09OlTKioqqrDuTz/9RHK5nKytrSkjI0OX3WUwGhTQcoYuqO6LoDooZ4ol/Sth79692L17N7p37w6JRFLuuUVFRa+UoFkbiAjBwcEwMDBQi7Py4sUL3LhxA1u3bq3UkuTy5csVhhAoz+aa4zi4urpi69at+PjjjwEA69atQ//+/fHtt99i/vz5uHTpEi5cuAAvLy/Y29sjNjYWXl5eCAwMRNeuXREcHMwnbS5rOVNTxMTEoHv37sjLy4Obm5vGOunp6fjkk09ga2sLCwsL2NrawtTUFKNHj1YLTqZkzJgx+P3335GYmIijR4/W5BAYjNcDbaS+ropAIOBnjz4+PvT222+TiYnJK81gRSIRCYVCrXJ2VlT09fVrdPavLL6+vjRlypQK6yitZJSlT58+/Jv6l19+IQDk7OxM8+fPp7ffflvtfA8PD1q2bBllZ2fXyGyhNFlZWeTk5EQmJia0cuVKKigoUKsTFxdHjRo1IqFQSMOGDaMVK1bQunXraOLEiSSTycjIyIj+/vtvje2npaWRkZEReXl5UV5eXk0Ph8Gol6C+LoqWFVZDhgyhjRs3qi1Clk5cbGZmRqVfBjVVunXrRgEBARqPaWt66OrqWu6xqqhhmjZtSp6enhQYGEgjRoygmTNn0vnz52nu3Ln8iyEgIIC/nyKRiDw8PAgoibleVeuS6pKTk0MuLi5kZmbGW+KUJj8/n1q2bElyuZzOnz+vdvzhw4fk6+tLYrGYwsLCNF5jx44dBNSutQ6DUZ+otwIdAIWEhNDBgwdpx44d1K5du1eepVe32NjY0JYtW2jSpEkV1tPX16f27dtXGFBLWSqyoJHL5TR79mzq0aOHxuPDhg2jRo0alXu+UCikTz/9VG2/paUlzZs3j9atW0cAyMHBodbszzMyMvjxbN++Xe348uXLCQDt37+fiIji4+NpwYIFNGvWLDp9+jQREaWmppK9vT117txZ4zVmz55NIpGImTAy3ljqpUAXi8U0btw4+vDDD2nYsGHk6elZJ4K8dLG1tdWqH15eXpUKcQMDg2pHhhQKhRXO7ksXKysrCgkJod69e1ObNm1UbOZdXV1r1SFnwoQJBIDGjBlD6enpase7du1Kvr6+/PbgwYMJKPm1IhAI6ODBg0RE9Nlnn5FIJNKoshk0aBCZmJho/AXAYLwJaCvQa3VRtLCwEEeOHMGGDRtw8eJF3Lt3D0BJoC7lQl5t8/TpU61ioJeXoLljx45YtmwZACAnJ0dj8C1tAk8pFIoKFzEdHBzg7+8PAEhKSsLhw4dx9OhRXLx4EQKBAGvWrEFcXBzu3bsHT09P/rzLly+D4zh89dVXlfahOsTHxwMoiUZpZGSkdlwZwkDJo0eP0KlTJ6SkpMDe3p6PC+/t7Y2ioiKNC6Tvv/8+0tPT+Vy0DMabxJMnT7SuW6sCXS6Xo1WrVjhx4gQ6d+7M7y8qKqq1+C4cx8Hd3R1+fn6Qy+UAgAcPHpRb393dHWZmZuUG5zp79ixmzpxZ4TUVCgWWLFmCUaNGwcHBgd9vZGQEe3t7WFtbAwCfBKMsxsbGOHnyJM6fP4+9e/di2rRp6Nu3L3r06IF27drh6dOnOHLkCBwcHCASqboWpKWlAfh/watr9u/fj7Zt22Lx4sX466+/1I57eHjgwYMHfLycLl264PTp0xg0aBDi4+NhY2MDABUGLVu+fDkkEgmaN29eI2NgMOozt27d0r6yNtN4XZWWLVsSEdGtW7d4FcGuXbv4xTylLt3Q0PCVrVYqK+PGjavweGXepNrW1Sb2izal9CJx2SIUCul///tfDf7gK5/o6GgSCAQklUo1JpI+ePAgAaDvvvuOiEr05SNHjqQWLVrQ+PHjKSMjg1JTU6lRo0bUvHlzUigUau0DoK+++qo2hsNg1EtQH3XoSoFeUFBAH3/8cblCavz48WRnZ1ejAr0i4SsSiQgoWQx1cnJSE6ze3t7k7+/P16uoPRcXF/L29lZx+KnqS6Ky61hZWZGnpye5uLiQjY0NWVlZkZ2dHU2fPp3y8/Nr8GtGFBUVRQCof//+Go8rFAoaOnQoASXZlsoK7OTkZOrQoQOJxWIKDQ1VOz8nJ4f09fVp9OjRNdF9BqNBUK8FupJ79+6Rn58fASAXF5daF+A1XYyNjSkkJIRsbW3Vjrm7u2vVhjLujY2NDc2fP5+WLVtGmzZtojVr1mh1/q1bt2rg66XK+++/TwAoMTFR4/GCggL+F5G3tzfNnDmTFixYQCNHjiS5XE5CoZB+/fVXtfOKi4t5q54FCxbU9DAYjHpLvRfokZGRKoJH22iEFRV9fX2dudxXtbi5ufHXLv1yKk91VJ2QunFxcfz9O3LkCL/fy8uL3NzcqGnTptSxY0eaNWsWnT17ttbM/L799lsCQCkpKeXWKS4upt27d1O7du34+2RjY0NjxoyhGzduaDxn7dq1BJQESyssLKyp7jMY9R5tBXqtBucqTVnLjxcvXqBly5bo0KED9PT0sHfvXsTExPC5OC0tLStd2HvVbEDlIRKJ4OHhARcXF8TGxiIyMlKtTnR0NICShc4uXbrg+fPnSE5OxsWLFzW2FxERUel1Bw4cCEdHR3h6emLo0KGwtLTkj8lkMgAl9/Hp06dQKBRQKBS4ffs2zpw5gxMnTiA8PLy6Q64SjRo1AgCMGDECW7duhb29vVodjuMwfPhwDB8+HEQEhUKhtoBblsuXLwMoCX9QGwHGGIwGjzZSX1el9Ax93759KrNPAwMD2rJlC7Vv315tZhoYGFgv7Nbt7e21qlfe2kDp2bqvr6/KMVtbWxo9erSKLboy2YOyWFhY0Nq1ayk2Npa+/vprWrx4MTk7O6vUcXJyIkdHRwJQK67/RCWzb+VsOiAgQCdtHj9+nKytrcnf318n7TEYDRloOUOv1RR0rVq1IuWs0cvLC3fv3oWjoyPy8/Ph6+sLhUKBEydOqJxjaGgINzc3REVFvXJez9rA2toavXr1QmxsLO7fv4+EhASV48rcpdVNdycUCjFu3Dhs3boVADBz5kwVs8CAgAB8/fXXAEryspqZmaFLly7o378/unfvDqlU+moDLIfQ0FB06NABQqEQL168qHZe0MzMTEycOBF79uyBi4sLDhw4wMwVGW889TKnaGmBHhkZiS1btiAmJgYikQgPHjzAzZs3VYScqakp0tLS+L91gUAggFQqrZI6x8TERKOTkFKYl85jqok5c+bAwsICd+/exU8//cQnhHZycsKUKVNw/fp17N+/H3l5eZDJZHBxcYGlpSXeeecdjB8/HrNmzcKjR49gb2+Pp0+fYv/+/Xzb4eHhaNmypfY3QEuKi4sxe/ZsLFu2DC4uLjhx4gSviqkK+/btw+DBgzF27Fhs3LgRenp6Ou8rg9HQqJc5RctauZSmuLiYbt68SefOnaPQ0FA+bopSfVCfS1VszSta/K3ugq5SlSMQCKh79+7EcRyJRCLSlMP1yJEjr/zzryL2799PQEmGJW3JysqiEydO0Lx588jBwYHkcjk9ffq0BnvJYDQsUN9VLmXZvHkzJk+eDEdHRzx+/Bhr167FtGnTqq2aAEo8LAsKCmpssbQ0Y8eOhb6+PsLCwnDt2jWVY4aGhsjKyqq0DWdnZ9jZ2eHx48fV8uy0t7cv97xPP/0UX3/9NQwMDKrcblVQKBTw8/PDzZs30bhxY9jb28Pc3ByWlpbw8fFBkyZNIBQKkZaWhrt37+LYsWM4deoUioqKIBAI0KFDByxduhQBAQE12k8GoyFR71UuZXn8+DHmzJmDbt26Yfz48Th8+DD69u0LADA3N0dKSgqEQiH09fWhp6eHjIwMFBYWlnstoVCoksKtrrCwsOAFWkWJMXx9fSEQCHD16lWV/WVfaG5ubhCJRHwcHKDkZbJw4UKEh4djxYoVyMrKgkAgQJMmTRAXF4fo6Gg8efIE9+/fr5WYOampqVi/fj1u3LiB+Ph4pKamIjExUaParEmTJujXrx86duyIwMBAmJiY1Hj/GIyGxMOHD+Hq6tqwVC6lOXPmDAH139lIJpORQCAgQ0NDsrCwKLeer69vpSGC27ZtW27M9/JUMaW9STdv3kxTpkyhFStW8PuSkpKIiGjatGkEoFx779qguLiYoqOj6fjx43Ts2DG6dOkSJScn11l/GIyGQFpaGo0dO7bhqVxKs3r1akyfPh3GxsZVTjunp6dXYQJoXdOtWzckJSXh7t27/OKlEuXsWi6X48WLF9Vq39LSUi0dXlns7OxUrGnOnTuHp0+fokOHDrC2toa7uztiYmIQEhICKysr+Pj4oHfv3nUW4ZLBYGhPbm4uDAwMGu4M/fnz53ycbTc3tzqfiZcu+vr61LFjR608W+3s7NTsxHVd7O3tqVevXnzfyi7Qfvvtt3Tz5k1q06YNGRoaqhwbP358dScODAajFkF99xQtj127dmHcuHG8WV9tzra1ITc3F5GRkRXOuJX6+6dPn1a6oPvpp5/i559/5mMeu7q6wsbGBhzH4dGjR+XGQhYIBCguLkZ8fDy/EKpc/HVxcYG1tTXCwsKwZcsWzJs3T2MbrVpV/sJnMBgNh3qlclEoFDAxMUFWVhbEYjH69euHY8eOITMzE2ZmZhAKhXB2dsbt27erbbkiFosrXEzVFe+99x6MjIwQGhqq5v5vbm6O9957D4sXL1Y7rypWPQKBAG3atEFBQQGKi4uRmJiIlJQU5OfnAwBsbGzw7Nkzjeeampri0KFDCAwMrOLIGAxGbdPgrFyUHDt2DD/++COioqIQExODlJQUleMGBgZqWYG2bt2Kd999V+f9fVU0WdpYWFggOTkZEolETedeEVKplG9LIpEgJycHn3/+OSwsLHDv3j1ERUXhyZMnKC4uhpeXF1avXg2pVIqZM2fi4cOH8PDwwK5du/j2xGIxgoKCWBYgBqMB0GAFemmICOHh4YiJicHo0aNRWFjIqxqUGBkZIS8vr0rCsabQZvYvFAoxc+ZMJCQk4MiRI9XygG3evDlu3rypss/c3Bxt27bFqVOnkJ2djTVr1uDw4cO4du0acnJyYGJioqa++eCDD7B+/foqX5/BYNQur4VAV5KRkYFOnTrh+vXr1bYvfxUHpaqidPEvDyMjI2RmZpZ73MvLCwBw584dnfdNSc+ePbFv374adzRiMBivjrYCvVZzilYXY2NjXL16FYMGDYJCoeBjhAwcOBCGhoZataFLYc5xHGQyGaRSKfT19SEQqN7G0sKc4zhIJBIAJSaV1tbWcHJyKrdtU1NT3Lt3r1Jh7uTkVGH4WblcDhMTE9jY2PC5U5UcO3YMf/75JxPmDMZrRoMQ6ABw+vRp7Nu3D97e3li+fDmAkgTFfn5+NXZNsViscT8RITs7G/n5+cjNzVVRAWmqW1BQAKlUirZt28LY2Fgt6Wvp+OFGRkb8C0CJi4sL1q1bh7Vr1/KelI8fP1YL8CUUCuHo6AigJL58eno6nj17hlu3bmH37t0QCoXw8PBAt27dWHxxBuM1pN6ZLZaH0jQvMjISU6dOBcdxEIvFiI6OrjFnoqpaw4hEIkgkElhbW8PNzQ0ZGRlIT0/HgwcPYG5ujszMTCQnJ6udFxwcjJ07dwIAHj16pHb84cOHWLlyJWQymcYojkoUCgXi4uLU9v/777+YMGECAGDjxo1VGhODwWg4NAgdOlAy0z127Bj+/vtvXLp0iY+LsnDhQj7AU00jFotRVFSkor4pvUgrEAj4+OMDBgxAXFwcrK2tsXv3bjx8+BCPHj3SuHhbmc5dE6ampsjJyUFhYWGFvxCUWFtbIzExEUCJUJ88eXKVrsdgMOoObXXoDWaGznEcevTogeDgYNjY2AAoCWglEolw6tSpV170/M9//oOFCxeiX79+uHfvHmJjY5Gdna2yAFvaisXIyAi5ubkwMjJC8+bNcerUKRQXFyM5ORl79uzBnj170Lp1az6NWkWUFeZNmjRBYmIiHylSk8CuqnVM6Zl9fXPWYjAYuqHBzNCVKBQKzJo1C6tWreL3KaMxVgVra2tYWlqq6bOBkjC2eXl5/Iy2KgiFQhQXF8Pa2rpcpx4AmDp1KmxtbfHFF19U+RqvQp8+feDo6AiJRAJLS0v079+fZQRiMOo5OktwAcARwEkAdwDcBvDxy/1fA4gHcO1l6V1ZW9rGctGWGzdu8HFJfvrpJ5U4JaXzd9ZmCQ4OptjYWNqxYweJRKIK64aEhJCNjU2t9s/e3p4sLS3J2NiYAJCZmRkpFAqdPhcGg6FboMNYLkUAZhJRBMdxcgBXOI479vLYSiJapkUbOuf27dvw8fEBAFhZWSE2NlbluDZ65Zrg5MmTCAoKQlpaWoVp5gDg+PHjauoPqVQKgUCAoqKiGglRYGhoCA8PD0gkEhw6dAiFhYVQKBRqppcMBqPhUel/MRE9JaKIl59foGSmbl/xWTVP6UQQSUlJ+Oqrr1SOK/XsZU0Aa0NwxcXFaRTGMpkMZmZmvP23Jl22QqHAypUrtbavryqurq44fPgw9u3bh27duuHIkSPlmmcyGIyGRZWkG8dxjQD4AVBGm5rKcdwNjuO2cRxnWs45kziOC+c4LryyuN5VYdSoUcjLy8OjR49w5coVpKamqqRfU+q/y1qVCIVCnfWhLFKplHf20WS1kpeXh7lz51aY+LioqAgffvihTpJiy2QyNWH9559/8p8TEhIQFBTEbx8+fBgcx4HjOJW4LwwGo2GgtZULx3GGAH4HMJ2IMjmO2wDgG5ToZr8BsBzAhLLnEdFmAJuBkkVRXXRaiVQqhZOTE+95+b///Q8AoK+vX240xpqMtFiZ6aFyQbcydJU6Lzs7u8LjxsbGKtsODg4ASl4EoaGhePbsGaysrODv74+mTZvqpE8MBqPm0EqgcxwnRokw30VE+wCAiBJLHf8BwOEa6WEV6Nu3LzZu3Ig7d+6oxHzRNklzRShn3pXpxcujtFlleUG8Ro4cWasz44SEBOzZswempqa4cOECfvrpJwAlL4INGzao1O3QoQMOHz6s9hJgMBj1h0oFOlfiI74VwB0iWlFqvy0RPX25ORCAuv1fLWNiYgJ/f3/ExcXxAvz48eM4f/485s+f/0ptV1eQAyUhc0UiEW/GWN6vhNoU5sbGxnj27Bnefvttfl+XLl0wZMgQ/Pnnn7Czs4O+vj7i4uJw5coVnDt3DseOHcOQIUNqrY8MBqNqaDNDDwQwGsBNjuOuvdw3F8BwjuNaoETlEgugzl0PZ8+erSYUhw4d+kqZ5MuG660Omtz965qMjAwYGRmp7IuPj0dYWBgUCgWKi4t5Z6RevXphwoQJGDRoUB30lMFgaIs2Vi7niIgjIh8iavGyHCWi0UTU/OX+fqVm63WGTCbjP7u6umLTpk1IS0vDw4cP4erqqlbf2tq60jZryvzRyMgIAQEBCAgI4ANqvQpVtd5p06YNH8L33XffxbfffgtPT08MHToUZ8+ehb29PRISEhAfH4/Tp08jLy+PmTYyGPWcBucpWhn79+/HwoULERsby3uP1mYs9FehqlmMKqNDhw7o378/7t+/j2PHjkEmk+H27dsqdZSBzTZv3oyJEycCKPEmPXr0KADA0tISz58/h6WlJZKSknTWNwaDoT2vXSwXbVm6dCmuXLnCb7u6uiImJqbGrmdqaqoTE0OgxMRSIBDA2NiYb1MkEmnU3ysXfYVCIczMzJCSkqL2a+LcuXM4d+4cjIyMkJWVpTF+unLh+PLly7xA/+ijj5Cfn4+YmBgkJyfD29ubBfNiMBoAr90M/cKFC9i4cSMeP36MuLg4REdHq2UIetVE0bUx4xcIBDAyMqowXK4u+uPh4YEHDx4gNDQU7du3r1YbDAajZnmtMhZVhXbt2uGnn37CyZMnceDAAejr68PT0xOHDh3i6/zzzz8wMzOr9jW0EZ6vqm8uvSipi/5Udu6UKVNeyZKHwWDUPa+dQC/Ntm3bkJubizFjxuDUqVN87Jfg4GCkpqbW6LVrOpaMMp2dNlSUnSgqKgoAcP369UodkRgMRv3mtRbogYGBMDY2xrRp07B8+XLcuHEDxsbGsLS01Fjf2tr6lWbutUlVwvtWNoNXhiKYOXOmxoxHDAajYfDa6dDLkp2djUOHDmH48OH8Pl3YltcUQqEQQqFQp9YugLqeXZPeneM4SKVSHDp0CN26ddPp9RkMRvV5Y3XoZZHJZLhx4wYA8BEMSwtzqVSqk4BdHMfBwsKiwjpisbhS3bpCodC5MAfUZ+maXuREhLy8PMyePVvn12cwGDXPay/QAeDTTz/FRx99xFu2lDbfk0qlOgmGRUSVeoRqm/+zMpThd3VNixYtAAAdO3bk9xERvv76a7i4uMDe3h6zZ8/WWfAwBoOhY7TJgqGrouuMRVUlPj6ez9wzbNiwOsloVN+Lra0tCYVCOnnyJBERLV++nABQly5dqG/fvgSAdu3aVafPkcF404CWGYtqdYYeHR1dpx6b9+/fBwB4enpWqh6pChYWFmqJNOorFcViB4CsrCwQER8KWKkievr0KR9CV5dx7RkMhu6oVYEul8srNKGraVxcXNCsWTPcu3cP69evBwA0bdoUvXr10lhfIpFoFS42OTm5RvTepXFzc0OjRo0qrKON7bumLEmlefHiBQYOHIiePXuisLCQd8iSSqVo3bo1AGDJkiUICwvTruMMBqP20GYar6vSqFEjKi4urslfJpWiUCjo+PHjpK+vTwBo/vz5KioHjuPqXO2h7IOlpSVZWFjUWMJrmUxGZmZmKvusra0JAH3++efUqVMnAkBDhw6lxMREevToEY0fP54AkLOzc50+RwbjTQJaqlxqVaBzHEfPnz+v2ZFriVIf7OjoWCPCUi6Xk42NDXl5edGIESNIJBLVycvByMiIli5dWmk9gUBAAMjU1FTt2NixYykkJIR/sbi6utKff/5Z14+QwXhjqJcCvVmzZjU76iqQlJREEydOJAMDA14AA+C3KysjR46k4cOH14mQrmqRSCRavYAsLCwIAH3zzTcUGRlJZ8+epX79+vF1lAJdIBDQgAEDKCYmpq4fI+MNprCwkGJiYig8PJyioqLq/Nd/TVIvBXpdW7loIiMjgxdYytlpSEgIOTs78+oIqVSqUwErFotJIpGQiYlJrQh0TS8pfX19MjMz48dob29P9vb2BICSkpJU7tHff//Nnzdu3Dhyc3Pjt9etW1dHT47xpvLgwQPq378/rzYtXVq3bl3X3asRtBXob4QdekXs3buX/2xsbAyO43D48GE8evSIj/dSWfLn0miz6FtYWIiCggKtg29VFVNTU0yaNAn+/v4AgJycHI19mDt3Lr/QGh8fz9vnKx2xlLRp0wbBwcEAgO3btyM6Opo/9irZoBgMTdy4cQNTp05Fq1at0Lt3b5XvY2JiIjw8PHDgwAFIpVIMHDgQY8aM4Y9rG99IyaNHjxAWFlapsUCDQRupr6tSH2fot27dotatW1PTpk2pRYsW/JvewcGB/1x6Ju3u7q61WqYmi7+/v07aMTU1JUNDQ17H7+fnR5mZmRrv1bNnz+jMmTMUERFBeXl5tfykGG8CsbGxat9RX19f/nhBQQGNGDFCrY6ZmRmdOHFC6+skJydTSEgIf76Hhwfl5+fXwIh0A5jKpeo8e/aszgW1NkWXKqDSbbm7u9ODBw/q+jEw3mCKioroo48+4r+T1tbW9Msvv6jVy8/Pp/v371NYWBiFh4dTTk5Ola5T1roNAF24cEFXw9A52gr01y5j0atw/fr1ap9bXmYhTbxqgoyqqIAqwsTEBOnp6bC1tYWtrS0iIiLQrFkzREVFwcHBQSfXYDDKkpWVhfDwcGRnZ6OgoACPHz/Gixcv8NZbb6FVq1ZYvXo1Vq1ahczMTBgaGmqMtSSRSODh4VHtPnzyyScQCoU4evQoUlNTMXjwYAQEBAAoUcNkZWXB29u7Tv1mqoU2Ul9Xpb7P0ImIzp49S87OzrxFhzYWIgDI0NCwzmfuVS3KRVA9PT1q164dv78qP10ZjKqwePFikslk5X4n4+Li6rR/7777Lt8XGxsbSktLq9P+KAFbFK0eHTp0QLt27SCTyQCU5Pm0t7ev9LysrKya7ppOEAgEGDNmDPT09BAfHw8ACAgIwIULFwAAf//9Nzw8POpteGFGw2Xfvn2YPXs2mjdvjn379sHT01PluKOj4yulhtQFpROhP3v2rMElfWECXQOPHj2Cra0t3n33XZiYmPCC71WQy+U66FnVEIvFKtve3t4oLi7Gjh07VFb1z5w5w1u4jBo1Co6Ojpg+fXptdpXxBqBMLBMdHY0lS5bg3r17+PLLL3Hnzh2kpaXh8ePHcHFxqbP+ZWZmon///ujduzdsbGwgk8nQqlUrODg4wNTUFM2bN8fUqVNx8+bNOutjpWgzjddVaQgqFyKiX3/9lfecBEBeXl4EgOzs7NQ8PpXHyiscx9VKOAGl+qS8IpfLKSAggFq1alVhvTFjxpCbmxtTuzBqhMuXL5OBgQEJhULatm1bXXeH5+7du2RpaUlASViLESNG0PTp0+ndd99V+9+SSCSUnp5eq/0DWxStPsOGDUNubi7GjRuHFi1a4Nq1awCAhIQEvo6NjQ2ePXuGO3fuVNgWvcLip7ZIJJJKf0Xk5+dDJBLh6dOn/D6xWAyFQoHi4mIYGhpCIpHghx9+aDCRIxkNj6KiIt4vYvz48XXcm/9nyZIleP78Odq3b49z587xi6H/+c9/1P633N3d8csvv0AikaBx48Zo3bp1vfmfYSqXcrCysgIAPH78WOPxZ8+eQV9fv1b6UllGpfIiPerr6/M/c01MTGBmZqaSnEIgEPCOGL169UJqaipOnDiho14zGOq0adMG58+fV3FOqw+88847AIDz58/z4aGLi4vx/fffq9WNjIzE+++/jwkTJqBDhw6QSqX4448/arO75cIEejm89dZb+OWXX/jFQalUqnLczs5OazPFV6W6GYJMTU3x66+/YujQoRCJRLh586bKCyo/P5+fse/fvx+Aupcog6FLOI5Du3bt4OrqWtdd4YmJicHbb78NMzMzODg4wMfHB3v27IFAIMCFCxewa9cubN26FcuXL8eSJUvQp08ftTb+/vvvOui5Oq99kuhXpVmzZnjw4AHat28PAwMDNG/eHIsXLwZQMnN+ndKxHTp0CCEhIXXdDQajVlm+fDlmzZoFS0tLfnYeEBAAkUiEiIgING7cGFKpFFeuXEFxcTE4jsOQIUPg7e0NmUwGPz8/dOnSRat8BNVF2yTRTIdeAenp6bh9+zaaNWsGAwMD+Pj44MmTJ3Bzc0N0dHSDEea2traQSqXIy8vDs2fP1I57eHjgwYMHGDZsGHbs2IEhQ4bUQS8ZjLohICBAzYHowYMH4DgOI0eOxJ49eyCXyzF79mw0btwY/v7+8PHxqaPeVoI2K6e6Kg3FykVJcXEx9enThwDQ5MmTVVa63d3d+c92dnb01ltvkb+/v8Z44vWplGdxowyTq6enRwUFBXV96xmMWmXnzp0qzoHGxsZ06dIl2rx5M7/v7Nmz1Wq7qKiIYmJiKDY2lgoLC6vVBpiVy6uhUCiwZs0apKSkACjJR7pw4UIcOXIE58+fR1RUFF83ISFBxQKmNhCLxdVywiAiPvSAnp4eioqKUFRUhIMHDwIoSVH3+PFjuLm56brLDEa9ZeTIkejevTtCQ0ORnZ2NXr16wdzcHC4uLjh37hxsbW350ADaoFAo8OOPP+LgwYM4deoUXrx4AaBETTtv3jx89dVXNRNWQBupr6vSkGboixYtIqAk+mCzZs3IxcWFDhw4wM/YNRWJRKIxRnN9LLa2thpn7xzHkbGxMUVGRtb1I2AwGizvv/8+AaBGjRrRxIkTacuWLfw+AFXO3Abm+v9qXL16FQDw/fff49atW3j48CG2bNmCWbNmoV+/fnw9AwMDGBkZASgxH8zNza2T/laV0vboSpRfioyMDH7GzmAwqo7Sd6WwsBCdOnXCO++8g82bNwMApk6dioyMjJq5sDZSX1elIc3Qk5OTCQBNmTKFunTpUm5O0NIx1Gu66Ovr11pu0iFDhlQ5JCmDwSghNzeXfv75Z5JIJGRvb09paWlqOQz8/f3p0qVLWrUHNkN/NUxNTSEWi/Hvv//ixIkTGm3ObW1t+TdxdSkvPKgmcnNzdWL77ubmxgcfMzU1hYWFBQDAy8sLYrEYMpkMv/32G1xdXXH69OlXvh6D8aahp6cHmUyGgoICxMfHIywsDPv370d6ejrOnTuHYcOGISIiAu3bt8eDBw90dl22KFoOAoEA7777LjZu3Mi7+Zfl6dOn8Pf3h7m5Of79999qRSisySiNwcHBMDY2RmJiIkxNTfHw4UM8fvwYz58/R2FhIcRiMYqKipCRkQFTU1PY2NjgwYMHyM7ORlBQEM6ePYvevXsjOTm51rxiGYzXhRYtWqBt27YICwtDr169AAD29vbIyMjg/+8HDRqkVTRXbWECvRyKi4v5Way1tTUkEonGMAARERG10p+yVi2Ojo6Ij48HEcHGxgYZGRlquUNPnjwJoCQEQF5eHiQSiVpyDGWbaWlpuHr1KgwNDdG8eXN+VT4nJwd9+vRB69at8d57771SUgEG403C0dERFy5cQFZWFr7//nts2rQJjx49UqmzZ88eHD58GBYWFpDJZNDT0wMRQaFQoGPHjli2bBn09PS0v6g2ehldlYakQ9+wYQMBICsrKwLAR2Lr06cPOTo6qujCtM0xqqenp7JdOqIjABKLxWRnZ0dSqZQsLS1pwYIFNGXKFJWcpjVRxGJxuccMDAzI2dmZ191zHEdXr16t68fDYDQYIiMj+f+d//73v/THH3/QypUrtfrfPHnyJBExO/RX5tatWwDAz1SVLsFHjhyBWCyGgYEBPyNW/nVwcICFhQVSUlIQFxen1qYyBrmdnR3Gjx+Po0eP8tY0QMlsWWnP/vz5c3z11Vc1NDpVKrJnz8nJQWZmJvz8/HD58mUQEU6fPo0WLVrUSt8YjIbOkydPAJRMnjdv3gyZTIZ79+5BLpdj5cqVaNy4MfT09Phf4RzHIS8vD3K5HMnJydi7d6/W12KxXMqhoKAA/v7+uH37dpXP/fbbbzFv3rwa6JUqEokEQqGwVkwllV+2Jk2aoGXLlmjVqhXGjBkDMzOzGr82g9HQiY+Px549e3D58mXk5eXBw8MDEydOhLu7e7nnzJ49G0uWLFFuahXLhQn0coiMjISfnx8KCwuhvEeBgYHw9PREeHh4vYhKKJPJdJoiSywWQygUIi8vD+bm5rCzs8OjR4+QmZmpck2ZTIakpCQ0atQIDx484LMdMRgM3bFp0ya8//77aN++Pc6fP88E+qvwySefYNWqVa/cjp6enkq6t9eF0aNH43//+x+SkpL4mOsMBkO3KBQKxMbGwt3dXSuBzuzQNXD79m0VYW5sbKyxnkgkglQqhbu7O5o0aQIbGxu12WpdCXN/f/8Kj3McV+2Z9ahRo3Dq1CkAwI4dOxAREdFgIk8yGA2JvXv3onv37lrXZzP0lxQWFmL9+vX46aefVBYqGZrx8/ODQCDAlStX+H0nTpxAcHBwHfaKwXi9GDlyJHbv3g1oqUNnM/SXTJ48GdOnT0d6erpO2quRSGr1iKtXr2LkyJEq+/bt21dHvWEwXk8++OADrF+/Xuv6TKC/JCYmBgDUHG+AkqxFVaU2f/nUBWKxGBcuXOC3nZycMHbs2DrsEYPx+nDnzh1069YNQUFB+Pnnn7U+r1KBznGcI8dxJzmOu8Nx3G2O4z5+ud+M47hjHMc9ePnX9BX6X+ccPXoUq1atgkKhgFAoRNOmTeHk5IQNGzZoFPL1EbFYXKPtN27cmP9cWFjI28cKhUIkJiaibdu2OHfuXI32gcF43Tl9+jSaN2+OsLAwzJw5U8XKrDK0maEXAZhJRF4A2gL4kOM4bwCfA/iXiDwA/Ptyu8FiYGCAjz/+GGfPnoVCoUBcXBymTJmChIQEnQbPKYu5ublWglibOtVJeKFEG3vy+/fvQy6XqwUTUygUyM/Ph56eHr7//vtX6geD8aaSlpaGtWvXonPnzlAoFNi5cyeCgoJw7949rduo8qIox3EHAKx9WToT0VOO42wBnCIiz4rOrc+LoqVZs2YNNm/ezDsVCQSCagXeAsBnB6oIZXLZ6l6jIszMzJCRkYG2bdsiISEBjx49Kvc6UqkUBQUF1VYXubi44OHDhwBK7NUbN26M9u3bIyAgACEhIcwJqQr89ddfuH37Nj7++GNm5/8aExUVhSNHjmDPnj0ICwtDcXExWrRogeDgYNja2uLZs2eIjo7GgQMHtFoUrVIsFgCNADwGYAQgvcyxtMrOb0ixXIiIzp49y8dUsLGx0Rh/paIiFAprpG55pSp9q40il8v5ODfu7u5VztLyplJUVMTfw3/++aeuu8OoAfbu3avyv9K8eXOaP38+Xb58mYiIz/Fbqug2HjrHcYYAfgcwnYi0VupwHDeJ47hwjuPClfFQGgKFhYUYP348AODzzz/nI55VZRattM1WzsC1qVsVSlvSSKXSGpnhvwovXrxA69atsXz5csTGxsLNzQ29e/fGwoULXzmO/OuMUCjErVu3cOTIEXTr1q2uu8OoAWbNmqWybWpqCplMBoVCgZs3b2Ly5MkYNmwYevToAXNzc63b1UrlwnGcGMBhAH8T0YqX++7hNVW5AEB6ejrc3NyQmpqKESNGKG1B4evrC4VCgYcPH5brdi8UCisV0Obm5nwCal0jEAhgbGwMsViMpKSkGrmGLli8eDE+++yzuu4Gg1HrpKenIywsDI8fP8b9+/dx4sSJcv1fTExMkJ6erhvXf65kGvgTgFQiml5q/1IAKUS0iOO4zwGYEVGF/50NSaADwLNnz9C1a1dERkbi5MmTaNmyJeRyOW7fvo2goCCkpaVVuU1tdOqVIZfL+SiQdYVIJIKpqSmKioqqdR8MDAxQXFyMlJQUGBgY1EAPGYyGRWxsLG7evIn8/HxIpVIIBAJkZGRg//79+O2337QS6NqstgQCGA3gJsdx117umwtgEYA9HMe9ixK9+tBqjqPeYm1tzZsM3bhxA0KhEDY2Npg7d65GISaRSFBQUFBhm0phLpVKNZpDmpiYwNjYGAUFBRoTOQOoVWGup6cHkUikllmpqKiIDykslUr5kJ/lUfZFVlBQACcnJ0gkkprpOIPRwGjUqBEaNWqksq+wsJBPCakNzPW/EgICAnD58mWVffr6+igoKNBa7z1hwgS4ubnh4sWLOH78uFpmodrGxMQEtra2UCgUePLkCd+fskJXT08PhYWFOo3TEhgYiMePHyMuLg4xMTFwcXHRWdsMxusKx3HM9V8X7Ny5E1u2bMGlS5cQGBgIoCRZ848//sjXsbKywqxZsyASiTQugG7btg1r1qzBwYMHkZOTgw4dOsDNzQ2Ojo411m9vb+9yj6WnpyM6Ohr3799XebmUfbnn5eW9sjC3s7PjP+vp6SE0NJQPHNaQFslrkgMHDmD06NHIyMio664w6iFVSQzPDFwroXHjxmjcuDHOnDmD0NBQ9OrVCwMGDMCYMWP4OklJSVi7dq3GG6+0YU9MTOT35eTkwNTUFBkZGVqpabShbM7RyMjICuvr4praoMzABPy/hdDNmzcBoM5/qdQHiAgDBw4EESEwMBDvv/9+XXeJUY8oKirCe++9p3V9NkPXEqUOOTQ0FNu2beP3BwUFYd68efD19YVMJoOBgYFKUldNpoQ+Pj7IyspCVlYWUlJSIJPJoK+vDwDo0aMH74kpFArVdGrloRTmUqlUzZOzrjExMQFQ8hL58MMPERsbi86dO6NTp05127F6AMdxePLkCU6dOoVJkyYBKBHyDSXcBKNmEYlEKtqAStHGWF1XpaE5FpXlr7/+ooEDB5K5uTlv8O/o6EiXLl1SqVdcXEwPHz6krVu3lut08+mnn1JCQgKNHTuWTE1NdeLIs3HjRkpJSaGRI0fWqUORQCAgjuM0HmvTpg0BoGbNmlFxcXEdPcn6y7Zt2/h7FRgYSPn5+XXdJUY9ACxJtO7p2bMnevbsCYVCgevXr+Pnn3/GsmXLsHfvXhgbG0MikcDMzAzNmjVDXFwczpw5AwcHBz5JbGlu3boFOzs7cBwHNzc3FasZmUyGoKAg5OXl4dSpU/D09Kw0noOXlxdMTU15JwSRSFQl3ZsuqcjB6eLFiwAAQ0NDENFrH2a4qpTOD8txHAoLC5klEENrmECvBkKhEP7+/mjatCmuXbuGpUuXYunSpQBKdOZOTk5wcnLCtm3b8OTJEz5dW2mUi41EhNTUVJVjrVq1wtGjR/H06VO0atVKTZg7Oztj0KBBSElJwY4dOwAAvXv3xrNnz/g61RHmAoEAAoGgRl8EIpEIHh4eOHHihFYetG8SRITWrVtj9erVyM/PR1BQEGQyWV13i9GAYGaLrwgR4cqVK4iMjERRURHu3LmD1atXQyQSYdu2bVi4cCFu3bql8dxBgwbhyZMnEAgEyM3NRVZWFhwcHBAYGIgHDx5g7969fKo4TREMpVIpWrZsifPnz/P7WrZsiZYtW2Lz5s0wMTHB0qVLMXHiRK3GIpPJIJFIquUopA3t2rWDqakpjh49ivDwcLRs2bJGrtMQISJMmjQJW7ZsUdl/5swZBAUF1VGvGPUFbc0WmQ69Bti5cycBoE6dOlUavKqi4y1btiQ9PT0CQMOGDaNevXqRiYkJWVtb0/r166mwsJASExNp0KBBZGRkRPr6+vy5ffv2pXbt2lGLFi1qTE9eenv8+PHk6elZ4TmjR4+mbt268Z8Z/090dDR/n0JCQqhz584EgLZs2VLXXWPUA6ClDp0J9BqgsLCQpk6dSgBowIABJBKJNAo4KysrlWOGhoYklUpJLBaTTCbj9/v7+9Pq1asJADk7OxMAEovFNHLkSOrfvz+1bNlSrW0TExMCQD4+PpW+OADQ9OnTyd/fX2Vft27dqFmzZjp9EYhEIvroo4/oyZMndf2Y6h27d++mHj16kLW1NZmZmdHIkSMpMzOzrrvFqAdoK9CZErMGEIlE6Nq1KwDwqhgAao5ESUlJKvrqrKws5Ofn44MPPlDxoLx69SoWL14MAHj06BE4joNCocDhw4cRFRWFGzduqLTr5uaGfv36ITQ0FN988w18fHzK7auVlRWEQiFWrVqlpquPioriY8LrCqFQCE9PT9jb2+u03YZOamoqwsPDkZiYiPbt2+PWrVvYuXMn5HJ5XXeN0YBgOvQaomfPnvjnn39eqQ03Nze0bNkSe/bsAQDMmDEDiYmJuHPnDiIiItC4cWN4enoiPT0dZ8+e5c/T19fHmTNn8MEHH+BV7rdIJIJYLEbLli0RHh6uFqulqhEjra2teQer3377DYMHD65Sf4gIZ8+eRUREBBITEyGTyTBixAi4urpWqZ36xo0bN+Dr66uy7+TJk+jcuXPddIihU2JjYxEWFobY2FgYGxtj+PDhMDExQUpKCiIiIpCZmQk/P78Kv8dMh17HfPnllwSoJ67o1asXTZs2jaZNm0b9+vUjKysr/pi7uztNmTKFmjRpoqZrd3JyonXr1tGzZ89ox44dNHToUGrfvj25urqSi4sL9e3blxYuXKiiXqlM1TJgwACaMWMG9ejRg0/gUbqYmpqWqy6ytbWtsrpFmewCAB04cKDK93T06NFqOnxTU9MGr765evWqyn0KDg4mhUJR191ivCK5ubnUt29ftf+D8pLZLFq0qNy2wHTodUtxcTHt2bOH7OzsCChxqDl8+DBdu3ZNTWBbW1trfMA3btyg69ev818ATbryssXY2Jh+/fVXFeHn5+fHf37//ff5dhwcHMptRyKRkLGxMVlaWupMf25sbEwAaNy4cZSVlVXl+ymRSMje3p4sLCxU2l29enUNPcXaITc3l1JSUigqKopOnDhBP//8M23evJl27txJR44coTNnzlB6enpdd5NRRZSTuvbt29PVq1cpKyuL9uzZo/Z/UXoyNWPGDPrll18oLCyMUlJS+LaYQK8npKenU6dOnUgqldJ///tfNWHevn17ateuHQEgmUxGenp6JBAIyNbWlvz9/WnUqFE0d+5c6tixI61bt67SNHN2dna84ARKFlpLH588eTJ99NFH1KxZM7KwsNA405ZKpdS8eXNydHQsdzbh6OhIbdu2VZuBW1hYUKtWrWjFihX0999/l+sFO2HChCrfyy+++II4jiOxWEwcx/Ez/tDQ0Bp4cjVPeno679UrkUgoPj6+3PslEAjquruMKhIWFsZ7lX/22WdERDR9+nT+mdra2pKFhQUtX76cJk2aRB06dCCJRMIf5ziOevbsSZGRkUyg1yfi4uKoa9euKv+genp6JJPJSF9fnzc3tLW1pcDAQOrQoYNK3cOHDxMR0YYNG8oV5B4eHiSXy8nQ0JAsLS3Jy8uL+vfvr7Gunp4eubm5UXBwMG81oyxyuZzs7OzIz8+Pxo4dSyEhISpfMm2LjY0Nubm5lXvc3Ny8Wvfyzp07NGDAAOI4jiQSCf33v//V5aOqVebPn69yTy5dukRHjx6lXr160ZAhQ2jgwIHUvXt3at++PR08eLCuu8uoBrm5uTRo0CACQAUFBRQTE0MrVqyg9957T+1/4ty5cxQeHk4TJ06kMWPG8N+PlxM0rQQ6WxStReLi4nD16lVcuXIFcXFxSE5Oxu3bt5GWloa5c+fik08+gVAoxPPnz2FlZQUAGDFiBMRiMfLz83HlyhU8ePBAY9vlLVC2b98eV69eRW5uLpydnXHw4EGYmZnxzlCXLl3C4cOHtfIOLR3RUSaTlZuCrzLMzMyQmpqKQ4cOISQkpFpt5OTkQCAQqARCa2hkZGTgxx9/xIMHD9C8eXNMmjQJz549w7FjxxAfH4+mTZuiX79+LDxCA+err77Cf/7zH9jb28PAwACdO3fG7t271f5/goKCEBoayofOWLVqFaZPn648zBZFGyoKhYKcnJz4N7eZmRn/WemYg5fqFV9fX35bKBSSQCAgkUikoipxd3en33//nZYtW6Y2K2jUqFG5ahVN5Z133qFRo0apqHWMjIxUVAPatGNvb09Aif37mxikKy8vj168eMFvp6SkqP1aAkA7d+6sw14ydEFubi6tXLmSxowZQwMHDiQANHz4cPruu+9oxIgR5OfnR15eXvz/1/3793n1aGRkJC1YsICpXBo6OTk5dOzYMTp48CBduXKFhEIhWVpako+PT5XVHwBo7dq11K9fv0rrLF26VKOHq7u7e7WuW7pIpVL+c2kVVHZ2dl3f7lrlxo0b/Nh37dpFRCWqJE33bMmSJXXcW4YuOXHiBAEl3sDXr18nmUxGYrGYWrVqRV9//TUVFxdTZmYm6enpUdeuXSkxMZE2btyotUBnwbnqKfr6+ujWrRsA4Pvvv4dCoYCzszPCw8NhYWGB5OTkKrV3+fJlJCUllZvLFACmTp2qcb+FhQWioqKqNgANKK9rYWHB52oFSoKN9erVCwsWLHgjUtKVTi6ijINvbW2Nf//9F7dv34ZCoYC1tTW8vb3V7NMZDRtlnuC4uDi0bNkSpqamuHTpkkqGMblcjtWrV2PKlCmwt7dHjx49tL+ANlJfV4XN0KvH7du3SS6Xk1AoVLMLV6oulCUwMJCsrKz4hczy7MiVpXRs9/JKVVQy5ZWKYrQrzRBNTEyqbM7Y0Ll16xb17t1bLX78pEmT6rprjBqgsLCQ3n33XfL19aWpU6dSUlJSuXWvXLlCX3zxhTLsB1sUfZ2IjY3F0qVLsXfvXjx//hxyuRw//PADZs6cifj4+FrtS0Wz/OqijPn+5MmTNyYsQFpaGszMzPjtAQMGQCaTYdeuXZDL5Sq/YhhvNtp6ijKB3sAgImzatAkffPAB/P39ERERwect1QWWlpZqyZuFQmG5yaINDQ359HzawHEcSn/nlNtNmjTB3bt3AQDu7u6YMGECpk2bBkNDw2qMQjvy8/Px5MkTFBQUwMjICIWFhdDX10dYWBgOHDiAzMxMuLu7w8PDAwUFBejRowfc3Nx0dv3i4mJs3LgRGzduxIMHD/jQCg4ODpg/f77WYY8Zrz/M9f81RqFQ0MyZM3knm9KRGcsrSusTQ0ND+uCDD2j48OGvrEbRRdGUrk7pXOPs7ExxcXE6v3/Jyck0fvx4lVAEZYu5uTk1adKExGIxv69Vq1Y678uhQ4eoQ4cOJBKJSCKR0KBBgyg3N1fn12E0bMCsXF5/bt26RWPGjCEAFBQURNu2baOhQ4fyuvOhQ4dqDCtgZmamIqjqY1G+pLZv316texMREUF9+/alzp0707Vr1+jXX39Vu4YyfrtUKqU5c+bQpEmTCAANHDiQF6p5eXn08OFD/j5ev36dfvvtN949u7TpYVUJDQ3l1xBmzZrFWyH9+eef1W6T8XqirUBnVi4NmKZNm+Knn37isyMpFAoYGhrCz88P165dw969ezWel5qaCn9/fzx58gRJSUkqx2QyGYgIOTk5tTEEjbRr1w4XLlwAAFy4cAG2trbo1q2b1inrnj17Bn9/fwAlKp158+bB1NRUrZ5StZSfn4/s7GzcvHkTALB//36cPn0aoaGhyMjIgIeHB68mKmt1wnEcfH19sWnTJgQEBFRpnEonseTkZJw8eRIpKSkQCoVwdnauUjsMhhKmQ38NUCgUWLNmDXbs2MF7c167dg0AoKenB319fbW0csrwrAkJCejYsSOio6Nrvd+mpqZ8vwQCAYgIAoGAN9tr0aIF/v77b75+2XRs2dnZmD17NkxNTTFq1CiYmJggIiICMTExmDp1KvT19dG2bVucPHkSGzZswMWLF5GcnIzDhw8DANavX4/Zs2fjxYsX5faxtM4/JCQEf/75J7+eIBKJ8Mknn2D9+vUIDg7GoUOHqnwPrl27ht27d+PGjRsQCAQICAhAkyZNUFxcjLi4OGRlZcHLywvdunXjvYcZbx5Mh/6Gk5SURD///DMBJSF7lZ9Ll2vXrtHgwYN1oiLp3LkzmZmZkYeHBwUGBqpFRCxbKtJfK/X97du3V9m/detWKioq4seYmJhIy5YtI0tLS3J1dVUzr/Tx8aElS5aoeLKKxWKytLSk1q1bq+zTZozffPMNubi48Nuurq6UmprKB1z7/fff6fnz59V6XpmZmZVe/+TJkzr6djAaGmBmiwwAGDJkCH7//XcAJbNNmUwGhUIBiUSCoqIi2NvbIzU1FWlpafDx8cGsWbNw//59fPvttxotW5SWNaXR19dHbm4uv21sbAwHB4dysx05OTkhLy+PV/eIRCKVWDJyuRwvXrxQUb0oMTExwerVqzFmzBjk5+dj8ODBOHLkCMzMzJCXl8eriuRyORo3bgxTU1OIxWLMnDmTd9TSFolEwjsBjRgxAgKBANnZ2cjOzoZIJIK3tze8vLxw4sQJHDlyBOnp6QCAJk2awNPTE7m5ufj1119hYmJS6bUKCwsxY8YMrF27FkDJLxYjIyMoFAq8ePECEokE3t7eyMnJQUpKCvT19dGyZUvMnDmTJZF+A2BmiwwAJYIiNDQUqampiIiIwNGjR5Geng5HR0d4e3tj165dKCgoQGpqKvT09JCSkgInJyfk5+fDwMBALYCQnp4eGjduDLlcDqFQiNu3b6sFBTM1NYVCoUBOTg709PRUzBrLCm+gRACmpaWBiODq6ooPP/wQY8aMgabvppWVFZKSknDlyhXcvHkT48aNAwAEBgYiNDRU5Rrnz5/HkiVLMGjQIAwePBhTpkzBnj17UFBQAJlMhh07dsDU1BSrVq3C/v37NfZPKBTynzmOg0AggEAggIGBAVJTU/ljw4cPx4gRIzBp0iTeGxAANm3ahEmTJmn1rJKSknD8+HFkZWXB0NAQ9+7dw19//YVLly7B1dUVrq6uMDU1hYWFBbKysvDnn38iPT0d0dHRcHJy0uoajIYJU7kwtGLFihX8T3qRSMSrDziOo86dO1Pz5s15M8ImTZqQk5MT2dnZkZeXl0a1SkXqC209Trt3765i6aKpnD59mtLT0ykoKIgA0MSJE1UClY0cOZIUCgV5enryiQKmTp1Ktra25OLiUqlKSNvi4eFBY8eOpfv379O0adP4/aNGjaKVK1dqneRZkxUOx3Fkb29Pzs7OtGbNGkpNTeXrX716lY+HEx4eXiPfDUb9AcxskaEN+fn5tH37dpo9ezbNnj2bDyVgYGBAcrmczM3NNaan2759O/Xo0YPfrihWe1WL0i7dycmJ3nrrLerevTs1b96c2rVrR3Z2dtSqVStSKBQUGhrKmxPeuHGDLly4QI6OjnTo0CHy9vYmoCQSpHKcLVq0IHt7e5JKpeTs7Ez/+c9/aO/evWRiYlJhf5RRLVu2bEmDBg1SGfe8efOob9++5O7uTg4ODnx/HB0dqyRoS2ePatSoERkaGvLZrpRFGahr1apVBJTErl+0aNEbGa3yTYMJdEa1yMnJoaVLl1Lfvn2pS5cu1KFDB/Lz86NPP/2UJBIJyeVyOn78OI0YMYKAkvgrTZs21cq5qbzZukAg0Dh7l8lktGbNGiIqSUH3+++/EwBasGABvXjxgq83ZMgQIipJADJkyBCVNF9SqZSIiFauXMmnqps+fTpt376d8vLyaN++fdS2bVvaunUrubq6atV3X19fevvtt/nt0uGNS49l2rRpWt/3p0+f0ooVK3jbeE1lzZo1VFBQwCcOqQmnK0b9hAl0hk7Jy8vjLTyaN2+uJsCDgoLUsjJpW6RSKX3++efUuXNnlRC7yhIREUGjRo3iZ6UnTpygTZs2qQjRbt26kbOzMwmFQrKysqKjR4/y6ftWrVpFLi4utHbtWvr1118pKCiIPDw8eGsagUBALVu2pF9++YUWL15cbo5XbYsyINrRo0e1vr8xMTEUHBzMtyEWi2nKlCl08eJFatSoEb//rbfeookTJxIAevToUQ0+cUZ9ggl0hs7Jysqi1atX8+aEtra2NHfuXLp27RqtXr1axTxQV0Umk/GZ0xcsWEAFBQVE9P/x4mfMmEGOjo5kY2NDrVu35qNHdu7cWUUwGxoaUkhIiMZrKAW7VCqladOm0ZQpU0hPT6/SvtnY2FDHjh1pxowZ9PHHH9N7771Hc+bMoZCQELK2ttZaFZKUlMS3OWfOHIqLi6PvvvuOmjRpQgcOHODVR8D/h0UICQmpyUfNqGcwgc6oUZT63cmTJ9OWLVt0LsiVqoz79+/zM9LLly9X2q/vvvuOAKgk47aysiIAdOzYMWratGm51wsICCCJREKBgYH09OlTXj9uY2PDC3hlEu+yM/KDBw9STk4OHTp0iFfBnDp1Sqt7mZmZySfclkgkNGXKFL5tc3NzlcVWV1dXWr9+vYo9PuP1hwl0Ro1y6NAhatOmDa8iMTIyUguyVVbwyWQysrKyUqtX0azZycmJzp49q/WsNCMjg1f9iMVi/lpdunShw4cPU1BQEAUGBtLnn39O06ZNIy8vLxo9ejRdvXqV3n//ferfvz/17duXrK2tSSwWawwepql4eHioWNl07dq1Sk5GKSkpfCyZOXPmUIsWLahTp060Zs0aWrlyJQHgM9ow3jyYQGfUCi9evKDt27eTn58fASULlECJlcyvv/6qknu0qkUgEJCZmRmJRCIyNzfXOmhVcXExnTlzhgYOHMgL4y+++IKA/8+7WvZF06RJExo5ciRNnjyZ3680wdRkiimVSlXGpgyKZmhoSH///XeV7mFcXJxK2126dKH//ve/9OOPP9L69eupS5cuBDBP0TcZJtAZtcrt27cJAK1cuZJPeFs2m1JVizI8wKBBg17Jpd7Ozk6jFY7Shr1Hjx704sULSk5OpoSEBPr8889p+PDhFVqcACB9fX2VGfmgQYP4fUKhkFxdXUlPT4+GDx9OhYWF5fZx5syZfDshISFqyaItLS1p4cKFbHb+BqOtQGeeogydUFBQAAcHByQnJ0MqlUKhUPBel4WFhVq3M3r0aAQGBiIuLg4rV66Eq6srrl69CpGo+oFBb9y4gR49euD58+fgOI7vmzIxSNOmTREUFASpVIrr16/j6tWrSEtLg4eHB7788kvk5eXhvffeAwA4OjoiLi5O43W2b9+O0NBQ/PDDD2rHHjx4AHd3d43nZWdnIywsDC4uLjAyMsKaNWsQGxuLXr16oWPHjrC1tdU60iTj9YR5ijJqnZiYGJo3bx5Nnz6dpk+fTgMHDuRVMSNHjqRFixaRra0tASXJIvz8/GjOnDnUuHFjfjZ6+vRpatWqFQGgTp06UUJCgk76lpCQQG3atCGO42jv3r389dzc3EgqlZKhoSGJxWIVE0GhUEhBQUGUkpLC/1ooq64pXRYvXsyrZ/r06UPLly+nkydPUmRkJEVHR9OMGTOoTZs25OLiQkZGRmRpaUljxozhvUljYmLUfgEkJibqZPyMhg2YyoVRXxg4cCAZGRnRpk2baPLkyeVGWjQzMyOpVEr6+vr022+/6bwfMTExJJPJVLwylaW8hc/27duTQqGg5ORkWrRokcq5dnZ2GtcISjtJdenShQYNGsRvd+7cmUaOHEkfffQRjR07lgDQV199RUREYWFhKu0YGhpSfHy82jjqi+olJiaGjh8/TqdOnaJ9+/bRsWPHKlQtMaqPtgKdqVwYNc7NmzfRo0cPPHv2rMJ6bm5u6NWrF6ZMmQIvL68a6cvp06cxdOhQPrmFSCRCcHAwTp06xauGJBIJfvjhB4wdO7bcdkpHYiwPOzs7JCQkqO2Pjo6Gq6srAKBFixa4fv06vvjiCxQVFeH69eu4e/cuYmNjAZRErly8eDEmT56MBw8eYPjw4bh58yaGDh2K7du3V1sVFRcXh+3bt+PGjRtQKBTQ09ODhYUF2rZti/bt28PZ2RkcxyE5ORn79u1DcXExJBIJHj58iDt37uDy5ct4/PixWrvBwcE4ceJEtfrEKB+mcmHUK4qKiujBgweUk5NDhYWF9PjxY7p69SpdvXqVYmJiXimVW1VJS0ujv//+m3bt2sWrf1Bmli0Wi2nZsmV8HBulnbiyKL1BKyuWlpZqvwTs7OzIxMSEmjRpQt27dyd3d3fiOI5EIhHvJOXt7U1Lly7lz7t+/Tp16NCBAFDv3r0JAC1btoyISmbs0dHRFBYWRtnZ2SpjLS4upvDwcNq0aRNNmTKFhgwZQj179iSJRMKPQyaTkbW1tcovp7Fjx9KFCxfU4txwHEe2trb01ltv0ffff0+nTp2i48eP05UrVygoKIgkEkmtPcc3CTCVC4NROR06dCC5XF4l6xulo5Kml4Dys0AgqFDfXrq4urqSQqHgY9UoS0BAAHEcRz4+PpSenk5fffWVyvHPPvuMPvroI3JycuL3OTs7082bN4moxKS0tHesvr4+mZmZ8d6mZcuAAQPo8OHDKrFprK2t6erVq/THH3+o1d+zZw9/HwsLC0kqlVJQUFBdPcrXGibQGQwtOHv2rMaQBWVn1spia2ur0wTbbm5u9Ntvv9GcOXMIKIlVY2RkxHumdu3alZKSkoiISKFQqOjjgRJ7+Lfeeos++OAD2r17N1laWlLnzp2JiOg///kPASXep2VfBmWLSCSiVatW8SanyjJv3jxKTk7mzVJL34cJEybQ7t27qaioiIqLi6l58+bEcRwdOXKkLh/pawkT6AyGliQkJNDYsWNJJBIRx3H04Ycfaq1SqWpRetYqF2G/++47SkpKUllclUgkNHLkSDpw4IDKAujXX39NQIkT0/Hjxyk6Opry8/NpxYoVZGtrSz/++COZmppS8+bNiajEYUlptdOiRQv68ssvadCgQTRs2DCVkMilwyF88sknZGdnp2JjX7ZwHEdCoZAfy6ZNm2jNmjV8O15eXnX1KF9bmEBnMKrI8+fPqVu3brzKpCYEer9+/fjPZa1tjIyMyNHRkWQyGd2/f1+lbzk5OQSAvL296fTp0yoz7n/++YeuXLlCPj4+BICOHz9OkZGRKnlTfXx8qEePHtS5c2dq0aIFOTk50S+//ELvv/++Wh+Vvw7KOjiVLUqh37JlSwJAjRs3pmnTptGdO3fq6Am+vmgr0Cv1VuA4bhvHcUkcx90qte9rjuPiOY679rL0rqwdBqO+Y2FhgSNHjmD+/PkQiUTgOE7n1zhy5Aj/uXSqOgDIzMzE+PHjkZ2djY8//hg///wzFi9ejIkTJ8LW1hYAIJVK0bZtW7z11lv8eTt37kRRURHf348//hi9e/fG5cuX+dR0z58/R3p6OhQKBYyNjfH48WPs27cPGzduVOtjXl4eAODRo0dwcHDAmjVr8Pvvv2Pfvn2YMWMGWrVqBWdnZ/j6+uLrr79WcxxT9pVRB1Qm8QF0BOAP4FapfV8DmKXNG6N0YTN0RkPh9u3bZG5uzkeVLM92vjrF09OTt7n39vam3r1704cffkiPHz+mwsJCatasmUp9sVjM6+2dnZ3p8ePHtHDhQo1tL1u2TGVbGfJAJBKRvr4+/8uD4zjasWMHPXnyhP755x/69NNPafDgwdSpUye+f82aNaPly5fTO++8ozJb19fXp08++YS/V6mpqTRz5kzecmbUqFF1+OReT6DlDL1SI1YiOsNxXKPqvS4YjIaJt7c3vvjiC8yYMQPm5uZqibC1pVGjRnB1dUVISAh++uknXL9+Hffu3eOPR0ZG4s6dOyAinDx5EhERETh//jzu3r2LTp06ITc3F4WFhejevTuOHTuGR48eITc3F/n5+RqvZ2lpCaAkUXdaWhqys7Px7bffIikpCUVFRUhMTMQff/wBhUKBMWPGVNj31NRUzJw5U21/bm4uvv/+ezRv3hy//vorLl68iPT0dP64tbV1Ne4UQxdo5Vj0UqAfJqJmL7e/BjAOQCaAcAAziSitnHMnAZgEAE5OTi0fPXqki34zGDVOTk4OunTpgosXL1ZYz9DQELm5uVAoFOXWad68OT744AP8+OOPyMvLg4uLC1q3bg1XV1fcv38fCxYsQPv27XH+/HkAJTFtEhIS8O+//6q0M2TIEOzZswfXrl3DkSNHEB0dDUdHRwwdOhRPnz7FlStXsGvXLiQmJqK4uBgymQxJSUnlvgAAgOM4aCMHSuPp6cm/mBwdHSGXy6Gvr4/u3btj6tSpsLe3r1J7jIrR1rGougLdGkAySn6CfQPAlogmVNYO8xRlNDQUCgViY2Nx5swZTJgwAe7u7oiKitL5dYyMjPDLL7+gd++S5ai33noLFhYWyM7ORmFhIWJjYxEdHQ0zMzN+pg1oL4wdHBzw5MkTrfrStGlTHDp0CC4uLsjLy8PVq1fx4MED5ObmwtjYGL6+vnj48CH69Omjcp6BgQFycnJgaWmJxMTEGlmDeFOpUYGu7bGyMIHOaKiEhoaiQ4cOkEqlFc52dYlYLIZEIgEAFBcXw9DQEBzHQSKRIDMzE5mZmWrnBAUFITU1FZmZmbCzs0NMTAwf5sDb2xvbt2+HXC7H999/j0uXLiEuLg5EBFtbW9jZ2SExMRF2dnZ4//331QS2kvDwcFy7dg1ZWVm4c+cO7ty5gyZNmqBRo0ZYsGABXFxccPfu3Zq7MW8gNT1DtyWipy8/fwKgDRG9U1k7TKAzGioKhQIfffQR1q9fX+msWBmWV1sMDAzQunVrJCcn48WLFygsLFSzgLG1tYWHhwcuXLigYlXSqlUrXL9+HYWFhRgyZAiMjIzw77//Ii4uDvr6+rC3t4dMJoO5uTn09PTw/PlzXLlyBUVFRZX2MyMjA0ZGRir7li5dis8++6zcc3x8fLB+/XoEBgZqPX5G5ehMoHMc9zOAzgAsACQC+OrldguUqFxiAUxWCviKYAKd0dD56aef8NFHHyE/Px8mJia86qNly5a4cuVKtdu1tbVFo0aNIJfL8c8//wAAunXrhvz8fJw9e1bjOXp6ejAzM9MYAEyJWCyGvb09H+xLuU9fX19lhi8QCODo6IgZM2YAANq0aYM2bdqotEVEcHFxgaZ1MI7j4Ofnh9TUVMTFxeG3337DgAEDtB0+oxJ0OkPXFUygM14HHj58iPbt2+PZs2fYu3cvQkNDsWrVqkrPs7S0RHp6erkJPyQSCYRCIXJzc8FxHKytrZGbm4uMjIxX7nPjxo0REhKC1NRURERE4MaNG/wxExMTpKen46OPPkL79u2Rnp6OO3fuIDMzEwEBAXj//ff5uomJibh9+zbEYjEEAgGys7Px7NkztciU7du3R2ho6Cv3m1ECi7bIYNQg6enptGHDBkpJSSEiotOnT1PXrl1VQgb4+/tTcHAwv106Trqm0qZNG5o0aZJKQK3qlpCQELKwsNCqbnnBupTlxx9/LPc+5Obm8smtnZycaOXKlfTdd9/RyZMnKSUlhZKTk6moqKiWnsrrC1g8dAaj9snPz8eNGzeQk5ODDh06oEOHDggLC6tWW2KxGCEhIUhOTsalS5f4xVgjIyOYmprCxsamQpNKpdWJkZGRxgVUALCyskJSUlKF/diyZQveffddACWmnMoF2uLiYrRu3RoREREVnu/i4oLQ0FDmQfoKaDtDr36iRgaDoYZUKkXr1q35bV9fX1y8eFFtEVUul8Pb2xuxsbGwsbGBSCQCEaFDhw5wdnbGixcvMGbMGLi4uOC7775T0aPPnTsXxcXFmDt3boV9ycnJAYByhTnHcUhKSsJbb70FsViM7OxsWFlZwdjYGAYGBpDJZAgNDcXWrVuxfft2PHz4EPHx8QBK7Op/++03ODs7IyIiAp06dcKHH36IgIAACAQCHDhwAP/++y/+/fdfPHz4ELGxsUyg1wbaTON1VZjKhfGm8dZbb9GiRYto+fLl5OTkRGKxmAYMGEDnz5/n86sqizIC45AhQ6igoIBvQ6m2mTRpEq1YsUIl72llpVu3brwaqEWLFvTee+/RV199RRERERrT51VWzM3N+c89e/akoKAgflsul9Pz589p0aJFKuf4+flRbm5uHT6Fhg9YtEUGo25IS0ujRYsW0Z49eygwMJDf7+HhQceOHSMioq5du/ICr0uXLjRjxgz67rvvCCjJoLRv3z7+vOPHj1O7du14ge/h4UG7du2i/fv3044dO2jKlCkElITd/fzzz2nlypU0ffr0SuPJKD8bGhryn11cXGjgwIH8tqOjIxkbG6uE0xWJRNS2bVuaO3euWrvZ2dl07tw5frtdu3ZqWZQYVUdbgc506AyGjsnMzMScOXOwc+dOGBgYIDY2Fnfv3sWMGTPw999/QyAQIDw8HJ06deK9QdPSSiJnmJubY9iwYYiLi8OhQ4dARLwTj5+fH++JqfTCJCK0bt1axWRy+PDhyMvLw8OHDxEVFYWsrCyN/XRycoKdnR2uX7+O3NxcteOLFy+Gvb09nj9/DhsbG1hbW+PkyZPQ09PDxx9/jMLCQsydOxdpaWnw8PBA586d0aVLFwDAnTt34O3tDQA4cOAA+vXrp9N7/KbBzBYZjDomOzsbS5YsgVQqxdtvv41FixZh8eLFMDMzw/Lly3H48GGcPHkSUVFR8Pb2VjNnlMlkyM7O5rcDAgKwfPlyREREgOM4PH/+HCKRCN988w2Kiorg7e2NO3fuQCAQQC6Xw9jYGLm5ueUuejZr1gxubm4wMjLC//73vyqNbdWqVTAzM4OpqSlCQkL4/Up58tdff6Ffv37o3bs39u7dy3u8MqoHWxRlMOoYmUyGBQsWAChx3c/JyUGvXr3g7u4OQ0NDfPfddwCAY8eOabRNLy3MldshISFqdumDBg2CSCTCvXv38P7772PDhg1IT09Heno61q1bh+DgYBw9ehTnz5/Hvn37+PMcHBxw9+7dCh2TAM2WMAcPHsSJEycAAE+ePIG9vT12796NcePGwcjICCkpKWjRogX+97//MWFeizCBzmDUAgKBALt27eJn5BMmTIBQKER8fDyioqLg5+cHc3NzWFtbw8/PD97e3vjll18QFxeH4OBg2Nra4vbt2/jpp5/U2pbJZNixYweKioqQm5uLoUOHYtWqVTA2NsbIkSNhbGwMLy8vTJgwAQYGBti5cyc4jsO1a9eQkZGBoqIilfYcHBwwatQoyGQyPHv2DImJibC0tISTkxPi4+Ph5uaGLVu2AChxhlK+ePbs2YPCwkL4+PjAwMAAGzZsUAsdwKhhtFG066qwRVEG4/+5c+cOBQcHE8dxdPr0aZVj8fHx1L17dwoPDycioqSkJPr8889p7dq1FB0dTfv376ddu3bRlStXSKFQ0LRp0zQmr9bX16egoCD+Osr9/fr1o2HDhlHnzp0pICCATExMCChJcbdx40YKDg4mc3NzsrW1pY4dO9LRo0cpPDycRCIRHTt2jAoKCigpKYkKCwv5Pv/1118EgH777bdavY9vAtBVggsGg1EzNGnSBPv27cOGDRvwxRdfQC6XY+XKlfD09MS5c+dQUFCAli1bori4GA8fPsSNGzfw3nvvwdXVFdeuXcP58+fx9ttvY9u2bfj+++8xYsQItGjRAsbGxggICEBqair++OMPXLlyBRkZGRAKhfxs3MLCgp/VlyYyMpJ39W/Xrh0SEhJw5swZnDlzBn/++ScEAgEKCgogFov5ZBoAcP36dYwbNw4WFhYICgqqvZvIUIEJdAajDjExMcGcOXMwZ84cbNu2jdc3P378GJ07dwYAREdH459//oG3tzfc3NxARMjKysK6desQGxuLgIAAACWRDt3d3VFYWAhPT0/o6+vzVidAiYAOCwvDb7/9hilTpqgJ87JcuHCB/9ytWze0atUK0dHREIlEKC4uhkBQkpL41KlTCA4OBlAi2K2srHR2fxhVRJtpvK4KU7kwGNpx9+5d8vb2piVLltCgQYPoiy++oPv37xMRUXFxMRERrV27lgQCAUmlUjVVy4wZM9Ta/OGHH8jIyIgAqDkV+fv70507d2jJkiV8HBiRSEQGBgbUpk0baty4MZ+PFC/t1c+ePUtERFevXiUANHjw4Nq7QW8YYHboDEbD5vLly9i5cyc8PDwwceJESKVStTqXLl3Crl27EB8fj7t376KgoAAeHh749ttv4efnp1Y/Pz8f+/btw6hRozBgwABYWVnB2toaffv2Rbt27VBYWAihUMin0ysb+720KaWVlRWePXuGiRMnYuvWrfjrr7/Qs2fPGrobbzbMDp3BeM0gIp2ldXNxcUFsbCwaN26MPn36ICEhAb/++mu5yTs8PDyQnp6O3NxcWFlZoWXLlpg4cSJ8fX1hbW2Nd999F1u2bEFOTg4KCwthbGysk34ySmACncFglMu9e/dw5MgRHDt2DCdOnEBBQQHatm2La9euIS8vTyXVXocOHcBxHBQKBYyNjeHk5ARvb2+899570NPTQ7NmzXDnzh2V9j/99FMsWbKkLob2WsIEOoPB0IqkpCRYW1vD2dkZnp6efMYkHx8fPhFGp06dIBKJkJaWhnv37iE7Oxvjx49Ht27dMGXKFDVnJ3Nzczx9+hRisbjWx/M6wjxFGQyGVpw5cwYAMGrUKCxcuJDfLxL9v3i4efMmDAwMkJ2dzevQb9++jR9//BEAMHLkSGRlZeHixYtwcHDArl27mDCvA5hAZzDecExNTSEUCrFt2zbo6+sjNzcXffv2xW+//YZHjx7h8OHDiIqKQlJSEoyMjODm5gYvLy/cvHkTly5dAgDs2rWLb+/Zs2cYNWoULly4AKFQWFfDeiNhAp3BeEO5fv06wsLCkJ+fj4ULF+KHH37A06dPMXHiRGzcuJF3Irp37x727t2L1NRUCIVC/PHHHwgJCcHAgQMxZMgQxMbGorCwEPb29nBzc8OXX36JdevWISUlhdmk1zJMoDMYbyC///47hgwZorKvWbNm6Ny5M7Zv346hQ4ciMjIS06dP54+3bt0aly9fxp9//slHWPT29ubD5C5YsAC//fYbbt26hY4dO6p4kjJqB0Fdd4DBYNQ+L168AFASqfHff/9F586dcevWLXzyySdwdnZGjx49sGXLFtjb28PW1hYGBga4fPky9PT0MHjwYLX2Ll68iK+//hq3bt3C3Llz8ccff+jMxJKhPUygMxhvIMOGDcM777yDffv2oWvXrjh16hRatWqF7t274+bNm1i9ejUEAgHi4+Px9OlTdOrUCVFRUUhMTFQJJ6DEx8eHz6XauHFjmJqa1vaQGGBmiwzGG01MTAwuXrwIY2Nj9OjRQ8WyBQAyMjIwdOhQHDt2DN27d0f//v3Rp08fNGrUSKVeUVER2rRpg/v37+PevXuws7OrxVG8/jA7dAaDoRMyMjKwevVqbN++HQ8fPgQAeHl5wdnZGYsWLYKvry8iIyPRtGlTACU268XFxVAoFHB2dsann36qMQwBQ3uYQGcwGFXm9u3b2L17N5KSkhAYGIjRo0fzpodEhKioKIwePRoXL14EAEydOhXff/89AGDHjh3Yt28f0tLSIBQKwXEcTpw4AT8/P0RERNTZmF4HmGMRg8GoEkePHsWAAQOgUCigr6+PLVu2YMeOHfjnn38gEonAcRzc3d3x5MkTACV6+J49e2LkyJG4efMmioqKkJ+fjxcvXqCgoICPCcMWR2sPJtAZDAYA4JtvvgHHcbCxsUFCQgJat26NkydP4saNG/D39wdQIpytra0RHx+PPXv2YM+ePTAzM0NgYCCkUimkUilkMhkEAgEkEgmcnJwwZsyYOh7ZmwMT6AwGAwBgY2ODgoIC5OXlASjRnevp6cHGxkal3uXLlxEVFYXo6GgUFBSga9euMDQ0BAAsXLgQS5cuRUZGBuRyOY4cOcLs0WsRZrbIYDAAAL/++ismT56M1NRUAMD9+/cxYcIENYsVgUCAxo0bo1evXujfvz8vzC9cuIB58+YhIyMD7du3x4sXL3D48OFaH8ebDBPoDAYDACCRSLBx40acPXsWXl5eAIADBw5ofb6rqyu6desGADh//jz09PQwcODAGukrQzPMyoXBYKiRmJiIZcuWwcfHB6NHj67SuUlJSYiOjkZxcTH++OMPyOVyTJs2jTkbvQLMyoXBYFQba2trLF26tFrnWllZwcrKCq6urrzdemRkJH755RdddpGhASbQGQxGjfD777/j6NGjKCoqwuDBg3Ht2jU0bdqUxUmvQZgOncFg1Ah+fn4YPnw4IiIi4OvrCz8/Pzg7O+P27dt13bXXFjZDZzAYNUJqairc3NwAAJ9//jlMTU0xe/Zs/PHHH3yYAIZuYQKdwWDUCElJSfznw4cP4+7du5BIJBg6dGgd9ur1hqlcGAxGlSgoKMC2bdvw1Vdf4fTp0yjPUq5JkybIysrC999/Dz09PUilUuzbtw+NGzeu5R6/OTCzRQaDoTUZGRkICQnBuXPn+H3Dhg3Dxo0bVcwSc3NzkZycDEdHR34fEbG4LtVEW7NFNkNnMBhac/ToUYSFhaFFixYAAEdHR/z+++9qJokzZszAqFGjUFRUxO9jwrzmwQyb7QAABClJREFUqdUZOsdxzwE8qrUL6g4LAMl13Qkd8LqMA2BjqY+8LuMA6t9YnImo0qA4tSrQGyocx4Vr83OnvvO6jANgY6mPvC7jABruWJjKhcFgMF4TmEBnMBiM1wQm0LVjc113QEe8LuMA2FjqI6/LOIAGOhamQ2cwGIzXBDZDZzAYjNcEJtBLwXHcUI7jbnMcV8xxXKsyx+ZwHBfFcdw9juN6ltp/6uW+ay+LVe33XJ1qjqUlx3E3Xx5bw9VDw2GO43w5jrvwsp+HOI4zerm/EcdxuaWew8a67mtFlDeOl8c0Pp/6CsdxLTiOC3t538M5jgt4ub9BPROg/LG8PFb/nwsRsfKyAPAC4AngFIBWpfZ7A7gOQArABUA0AOHLYyp160up5lguAWgHgAPwJ4BedT0ODeO6DKDTy88TAHzz8nMjALfqun86GEe5z6e+FgD/KL8rAHoDONUQn0klY2kQz4XN0EtBRHeI6J6GQ/0B/EJE+UT0EEAUgAAN9eoNVR0Lx3G2AIyI6AKVfIN3ABhQez3WGk8AZ15+PgZgcB325VUobxwN7rsGgAAof2EYA0iow768KuWNpUE8FybQtcMeQFyp7Scv9yn58eVPtC/ro5qiDOWNxf7l57L76xu3APR7+XkoAMdSx1w4jrvKcdxpjuOCar9rVaK8cVT2XauPTAewlOO4OADLAMwpdawhPROg/LE0iOfyxoXP5TjuOAAbDYe+IKLyMuJqEtJK86CRRBTPcZwcwO8ARqNkdlvj6HgsFY2xVqloXChRT6zhOG4+gIMACl4eewrAiYhSOI5rCeAPjuOaElFmrXRaA9UcR715DqWpZCxdAXxCRL9zHDcMwFYA3VAPnwlQ7bHUy+dSljdOoBNRt2qc9gSqM0EHvPwpRkTxL/++4DhuN0p+htWKQNfxWJ68/Fx2f62jxbh6AADHcY0B9Hl5Tj6A/Jefr3AcFw2gMYA6C+9ZnXGggu9aXVLRWDiO2wHg45ebewFseXlOvXsmL/tS5bGgnj6XsjCVi3YcBPAOx3FSjuNcAHgAuMRxnIjjOAsA4DhODCAEJT+l6zMax0JETwG84Diu7Uu10RgA5c3y6wylFRHHcQIA8wBsfLltyXGc8OVnV5SMK6au+lkZ5Y0D5Tyfuuml1iQA6PTycxcAD4CG90xeonEsaCjPpa5XZetTATAQJW/ifACJAP4udewLlKxs38P/r4LLAFwBcAPAbQCrUU9Wvqs6lpf7W6HkhRQNYC1eOp7Vp4KS2dP9l2WRso8oWVS8jRJLhAgAfeu6r9UZR0XPp74WAB1e/h9cB3ARQMuG+EwqGktDeS7MU5TBYDBeE5jKhcFgMF4TmEBnMBiM1wQm0BkMBuM1gQl0BoPBeE1gAp3BYDBeE5hAZzAYjNcEJtAZDAbjNYEJdAaDwXhN+D+ypFDeCsR2GQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017-08-26 01:00:00\n",
      "2017-08-26 02:00:00\n",
      "2017-08-26 03:00:00\n",
      "2017-08-26 04:00:00\n",
      "2017-08-26 05:00:00\n",
      "2017-08-26 06:00:00\n",
      "2017-08-26 06:00:00 (array([222]), array([151])) 963.6334228515625\n",
      "ew=  399 \n",
      "ns =  399\n",
      "4421\n",
      "441\n",
      "2017-08-26_06:00:00,42.943005,42.943005,42.943005,25.27454,28.19733428955078,-96.98826599121094,963.6334228515625,13.978412,29.470516204833984,34.33946990966797\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017-08-26 07:00:00\n",
      "2017-08-26 08:00:00\n",
      "2017-08-26 09:00:00\n",
      "2017-08-26 10:00:00\n",
      "2017-08-26 11:00:00\n",
      "2017-08-26 12:00:00\n"
     ]
    },
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'WRF_simulations/YSU_default_diffusion/wrfout_d01_2017-08-26_12_00_00_YSU_default_diffusion'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "Input \u001b[0;32mIn [35]\u001b[0m, in \u001b[0;36m<cell line: 35>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     62\u001b[0m var_wrfout_pre \u001b[38;5;241m=\u001b[39m {}\n\u001b[1;32m     64\u001b[0m \u001b[38;5;66;03m# getting real time data\u001b[39;00m\n\u001b[0;32m---> 65\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[43mDataset\u001b[49m\u001b[43m(\u001b[49m\u001b[43mDir\u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43mncfile\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     68\u001b[0m lat \u001b[38;5;241m=\u001b[39m data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mXLAT\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;241m0\u001b[39m,:,\u001b[38;5;241m0\u001b[39m]\n\u001b[1;32m     69\u001b[0m lon \u001b[38;5;241m=\u001b[39m data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mXLONG\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;241m0\u001b[39m,\u001b[38;5;241m0\u001b[39m,:]\n",
      "File \u001b[0;32msrc/netCDF4/_netCDF4.pyx:2464\u001b[0m, in \u001b[0;36mnetCDF4._netCDF4.Dataset.__init__\u001b[0;34m()\u001b[0m\n",
      "File \u001b[0;32msrc/netCDF4/_netCDF4.pyx:2027\u001b[0m, in \u001b[0;36mnetCDF4._netCDF4._ensure_nc_success\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'WRF_simulations/YSU_default_diffusion/wrfout_d01_2017-08-26_12_00_00_YSU_default_diffusion'"
     ]
    }
   ],
   "source": [
    "# initiate the list that will contain all wrf files in Dir directory.\n",
    "\n",
    "ncfiles = []\n",
    "\n",
    "# Use the list_files function to list all the wrf files in the directory.\n",
    "ncfiles = list_files(Dir, ncfiles)\n",
    "\n",
    "# Sort the ncfiles \n",
    "ncfiles = sorted(ncfiles)\n",
    "\n",
    "# directory where every result files are stored\n",
    "w_file_dir = './new_pp_result/'\n",
    "system('mkdir -p '+w_file_dir)\n",
    "\n",
    "\n",
    "#############################################\n",
    "### Getting WRF Domain\n",
    "#############################################\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# to get the starting netcdf --> for calculating time series and getting proper netcdfs\n",
    "ncfile = ncfiles[0]\n",
    "\n",
    "# getting first file\n",
    "time_wrf = datetime.datetime.strptime(ncfile[11:-22], '%Y-%m-%d_%H_%M_%S') \n",
    "\n",
    "idx_prev = (np.array([0,0]))\n",
    "\n",
    "\n",
    "print(Dir)\n",
    "\n",
    "# creating header for CSV result files -->\n",
    "with open(w_file_dir+event+'_'+folder+'_'+str(resolution)+'km'+'.csv', 'w') as f:\n",
    "    f.write(\n",
    "        \"Time, WS_96km, WS_max_288km, WS_max, WS_avg_300km, lat, lon, slp, \"+\n",
    "        \"WS_avg_96km, ws_75th_96km, ws_90th_96km\\n\"\n",
    "    )\n",
    "    \n",
    "\n",
    "\n",
    "    \n",
    "    # until real time is equal to end time --> loop goes on --->\n",
    "    while(time_wrf != end_time):\n",
    "        idx_corr_flag = 0\n",
    "        print(time_wrf)\n",
    "        if time_wrf.hour%6==0:\n",
    "        \n",
    "            # creating previous time within loop from real time -->\n",
    "            time_pre = time_wrf - datetime.timedelta(hours=1)       \n",
    "                             \n",
    "            t_ix = 0\n",
    "\n",
    "            ncfile_pre = ncfile\n",
    "            ncfile = 'wrfout_d01_'+time_wrf.strftime('%Y-%m-%d_%H_%M_%S')+'_YSU_default_diffusion'\n",
    "\n",
    "\n",
    "            # dictionary containing real time variable data\n",
    "            var_wrfout = {}\n",
    "            # dictionary containing previous time variable data\n",
    "            var_wrfout_pre = {}\n",
    "\n",
    "            # getting real time data\n",
    "            data = Dataset(Dir+ncfile)\n",
    "\n",
    "\n",
    "            lat = data['XLAT'][0,:,0]\n",
    "            lon = data['XLONG'][0,0,:]\n",
    "            lat_grid = data['XLAT'][0,:,:]\n",
    "            lon_grid = data['XLONG'][0,:,:]\n",
    "\n",
    "\n",
    "\n",
    "            # wind speed calculation\n",
    "            file_u = Dir+ncfile\n",
    "            file_u = Dataset(file_u)\n",
    "            u10 = np.square(np.array(getvar(file_u, \"U10\", timeidx=t_ix)))\n",
    "            v10 = np.square(np.array(getvar(file_u, \"V10\", timeidx=t_ix)))\n",
    "            ws = np.sqrt(u10+v10)\n",
    "            \n",
    "###################################################################\n",
    "#### Get the sea level pressure for each wrf output file.\n",
    "            latitudes = np.array(getvar(file_u, \"XLAT\")) [:, 0]\n",
    "            longitudes = np.array(getvar(file_u, \"XLONG\")) [0, :]\n",
    "            slp2D = getvar(file_u, \"slp\", timeidx=t_ix)\n",
    "            smooth_slp = smooth2d(slp2D, 3, cenweight=4)\n",
    "            lats, lons = latlon_coords(slp2D)\n",
    "            \n",
    "            # Grid restricting if any other hurricane exists within the same domain\n",
    "            # Grid restriction for SLP\n",
    "            if (event in err_TC):\n",
    "                if event in ['charley',]:\n",
    "                    if time_wrf <= time_gridder:\n",
    "                        grid_flag = 1\n",
    "                    # if event == 'charley'\n",
    "                        print('gridlimit slp/n')\n",
    "                        smooth_slp_active= smooth_slp[:grid_limit,:] # harvey only\n",
    "                        print(smooth_slp_active.shape)                        \n",
    "                        lat_grid = lat_grid[:grid_limit, :]\n",
    "                        lon_grid = lon_grid[:grid_limit, :]\n",
    "                        lat_temp = lat_grid[:grid_limit, :]\n",
    "                        lon_temp = lon_grid[:grid_limit, :]\n",
    "                        \n",
    "                    else:\n",
    "                        smooth_slp_active = smooth_slp\n",
    "                        grid_flag = 0\n",
    "\n",
    "                        \n",
    "                elif event in ['ike',]:\n",
    "                    if time_wrf <= time_gridder:\n",
    "                        grid_flag = 1\n",
    "                    # if event == 'harvey' or 'irma':\n",
    "                        print('gridlimit slp/n')\n",
    "                        smooth_slp_active= smooth_slp[:, grid_limit:] # harvey only\n",
    "                        print(smooth_slp_active.shape)\n",
    "                        lat_grid = lat_grid[:,grid_limit:]\n",
    "                        lon_grid = lon_grid[:, grid_limit:]\n",
    "                        lat_temp = lat_grid[:,grid_limit:]\n",
    "                        lon_temp = lon_grid[:, grid_limit:]\n",
    "                    else:\n",
    "                        smooth_slp_active = smooth_slp\n",
    "                        grid_flag = 0\n",
    "\n",
    "        \n",
    "                        \n",
    "                elif event in ['ida',]:\n",
    "                    if time_wrf <= time_gridder:\n",
    "                        grid_flag = 1\n",
    "                    \n",
    "                        print('gridlimit slp/n')\n",
    "                        smooth_slp_active= smooth_slp[:, grid_limit:] \n",
    "                        print(smooth_slp_active.shape)\n",
    "                        lat_grid = lat_grid[:,grid_limit:]\n",
    "                        lon_grid = lon_grid[:, grid_limit:]\n",
    "                        lat_temp = lat_grid[:,grid_limit:]\n",
    "                        lon_temp = lon_grid[:, grid_limit:]\n",
    "                    else:\n",
    "                        smooth_slp_active = smooth_slp\n",
    "                        grid_flag = 0\n",
    "\n",
    "\n",
    "                else:\n",
    "                    if time_wrf >= time_gridder:\n",
    "                        grid_flag = 1\n",
    "                    # if event == 'harvey' or 'irma':\n",
    "                        print('gridlimit slp/n')\n",
    "                        smooth_slp_active= smooth_slp[:grid_limit, :grid_limit]\n",
    "                        lat_grid = lat_grid[:grid_limit, :grid_limit]\n",
    "                        lon_grid = lon_grid[:grid_limit, :grid_limit]\n",
    "                        \n",
    "                    else:\n",
    "                        smooth_slp_active = smooth_slp\n",
    "                        grid_flag = 0\n",
    "\n",
    "            else:\n",
    "                smooth_slp_active = smooth_slp\n",
    "                grid_flag = 0\n",
    "\n",
    "            idx = np.where(smooth_slp_active == np.amin(smooth_slp_active))\n",
    "            \n",
    "            if len(idx[0])>1:\n",
    "                print('\\n\\n', idx, '\\n\\n')\n",
    "                idx = index_corrector(idx)\n",
    "                idx_corr_flag = 1\n",
    "                print(idx)\n",
    "                      \n",
    "            min_slp = float(np.amin(smooth_slp_active))\n",
    "\n",
    "            \n",
    "\n",
    "            \n",
    "            print(time_wrf, idx, min_slp)\n",
    "\n",
    "            ew = len(smooth_slp_active[0,:])\n",
    "            ns = len(smooth_slp_active[:,0])\n",
    "##############################################################\n",
    "\n",
    "            \n",
    "            # only for harvey, to calculate maximum wind speed before another storm\n",
    "            if (event in err_TC):\n",
    "                if event in ['charley',]:\n",
    "                    if time_wrf <= time_gridder:\n",
    "                    # if event == 'harvey' or 'irma':\n",
    "                        print('gridlimit ws/n')\n",
    "                        ws_gridded = ws[:grid_limit, :] # harvey only\n",
    "                        max_ws = ws_gridded.max()\n",
    "                        wind_idx = np.where(max_ws == ws_gridded)\n",
    "                        print(wind_idx)\n",
    "                        distance =  min_slp_max_ws_dis(idx, wind_idx)\n",
    "                        if distance >500:\n",
    "                            print('Murad!! Alert!!! max windspeed not occuring at min SLP. distance =', distance)\n",
    "                        \n",
    "                    else: \n",
    "                        max_ws = ws.max()\n",
    "        \n",
    "                elif event in ['ike',]:\n",
    "                    if time_wrf <= time_gridder:\n",
    "                        print('gridlimit ws/n')\n",
    "                        ws_gridded= ws[:,grid_limit:] \n",
    "                        max_ws = ws_gridded.max()\n",
    "                        wind_idx = np.where(max_ws == ws_gridded)\n",
    "                        print(wind_idx)\n",
    "                        distance =  min_slp_max_ws_dis(idx, wind_idx)\n",
    "                        if distance >500:\n",
    "                            print('Murad!! Alert!!! max windspeed not occuring at min SLP. distance =', distance)\n",
    "                        \n",
    "                    else: \n",
    "                        max_ws = ws.max()\n",
    "                        \n",
    "                        \n",
    "                elif event in ['ida',]:\n",
    "                    if time_wrf <= time_gridder:\n",
    "                        print('gridlimit ws/n')\n",
    "                        ws_gridded= ws[:,grid_limit:] \n",
    "                        max_ws = ws_gridded.max()\n",
    "                        wind_idx = np.where(max_ws == ws_gridded)\n",
    "                        print(wind_idx)\n",
    "                        distance =  min_slp_max_ws_dis(idx, wind_idx)\n",
    "                        if distance >500:\n",
    "                            print('Murad!! Alert!!! max windspeed not occuring at min SLP. distance =', distance)\n",
    "                        \n",
    "                    else: \n",
    "                        max_ws = ws.max()\n",
    "                        \n",
    "                    \n",
    "                        \n",
    "                else:\n",
    "                    if time_wrf >= time_gridder:\n",
    "                    # if event == 'harvey' or 'irma':\n",
    "                        print('gridlimit ws/n')\n",
    "                        ws_gridded = ws[:grid_limit, :grid_limit] # harvey only\n",
    "                        max_ws = ws_gridded.max()\n",
    "                        wind_idx = np.where(max_ws == ws_gridded)\n",
    "                        print(wind_idx)\n",
    "                        distance =  min_slp_max_ws_dis(idx, wind_idx)\n",
    "                        if distance >500:\n",
    "                            print('Murad!! Alert!!! max windspeed not occuring at min SLP. distance =', distance)\n",
    "                        \n",
    "                    else: \n",
    "                        max_ws = ws.max()\n",
    "                        \n",
    "            else:\n",
    "                max_ws = ws.max()\n",
    "                \n",
    "\n",
    "            ############ Radius 2 = 300 km\n",
    "\n",
    "            # dis = geopy.distance.geodesic((sim_lat[i], sim_lon[i]), (obs_lat[j], obs_lon[j])).km\n",
    "            # 105 = column, 144 = row\n",
    "            ws_acc = 0\n",
    "            counter = 0\n",
    "            ws_list = []\n",
    "            print('ew= ', ew, '\\nns = ', ns)\n",
    "            for i in range(ns): #row\n",
    "                for j in range(ew): #column\n",
    "                        idx_distance = (((i-idx[0])**2)+((j-idx[1])**2))**0.5\n",
    "                        \n",
    "                        if (idx_distance*resolution) <= intensity_radius1:          #idx[0] --> row, idx [1] --> column\n",
    "                            # print(i,j)\n",
    "                            ws_acc += ws[i,j]\n",
    "                            ws_list.append(ws[i,j])\n",
    "                            counter += 1\n",
    "            ws_avr_r1 = np.average(np.array(ws_list))\n",
    "            ws_75th_r1 = np.percentile(np.array(ws_list),75)\n",
    "            ws_90th_r1 = np.percentile(np.array(ws_list),90)\n",
    "            ws_max_r1 = max(ws_list)\n",
    "            print(counter)\n",
    "\n",
    "\n",
    "            ############ Radius 2 = 96 km\n",
    "\n",
    "\n",
    "            # dis = geopy.distance.geodesic((sim_lat[i], sim_lon[i]), (obs_lat[j], obs_lon[j])).km\n",
    "            # 105 = column, 144 = row\n",
    "            ws_acc = 0\n",
    "            counter = 0\n",
    "            ws_list = []\n",
    "\n",
    "            for i in range(ns): #row\n",
    "                for j in range(ew): #column\n",
    "                        idx_distance = (((i-idx[0])**2)+((j-idx[1])**2))**0.5\n",
    "                        if (idx_distance*resolution) <= intensity_radius2:          #idx[0] --> row, idx [1] --> column\n",
    "                            # print(ws[i,j])\n",
    "                            ws_acc += ws[i,j]\n",
    "                            ws_list.append(ws[i,j])\n",
    "                            counter += 1\n",
    "            ws_avr_r2 = np.average(np.array(ws_list))\n",
    "            ws_75th_r2 = np.percentile(np.array(ws_list),75)\n",
    "            ws_90th_r2 = np.percentile(np.array(ws_list),90)\n",
    "            ws_max_r2 = max(ws_list)\n",
    "            print(counter)\n",
    "            \n",
    "            \n",
    "            if (event in ['ike','ida']) and grid_flag == 1:\n",
    "                min_lat = float(lats[idx[0],idx[1]+[grid_limit]].values)\n",
    "                min_long = float(lons[idx[0],idx[1]+[grid_limit]].values)\n",
    "                print('loc =', min_lat, min_long)\n",
    "            else:\n",
    "#                 min_lat = latitudes[idx[0]][0]\n",
    "#                 min_long = longitudes[idx[1]][0]\n",
    "                if idx_corr_flag ==1:\n",
    "                    min_lat = float(lats[idx[0],idx[1]].values)\n",
    "                    min_long = float(lons[idx[0],idx[1]].values)\n",
    "                else:\n",
    "                    min_lat = float(lats[idx].values)\n",
    "                    min_long = float(lons[idx].values)\n",
    "\n",
    "\n",
    "            f.write(\n",
    "                time_wrf.strftime('%Y-%m-%d_%H:%M:%S')+','+\n",
    "                str(ws_max_r2)+','+\n",
    "                str(ws_max_r1)+','+\n",
    "                str(max_ws)+','+\n",
    "                str(ws_avr_r2)+','+\n",
    "                str(min_lat)+','+\n",
    "                str(min_long)+','+\n",
    "                str(min_slp)+','+\n",
    "                str(ws_avr_r1)+','+\n",
    "                \n",
    "                str(ws_75th_r2)+','+\n",
    "                str(ws_90th_r2)+'\\n'\n",
    "            )\n",
    "\n",
    "\n",
    "            print(\n",
    "                time_wrf.strftime('%Y-%m-%d_%H:%M:%S')+','+\n",
    "                str(ws_max_r2)+','+\n",
    "                str(ws_max_r1)+','+\n",
    "                str(max_ws)+','+\n",
    "                str(ws_avr_r2)+','+\n",
    "                str(min_lat)+','+\n",
    "                str(min_long)+','+\n",
    "                str(min_slp)+','+\n",
    "                str(ws_avr_r1)+','+\n",
    "                \n",
    "                str(ws_75th_r2)+','+\n",
    "                str(ws_90th_r2)+'\\n'\n",
    "            )\n",
    "\n",
    "            \n",
    "#             slp_plot = getvar(file_u, \"slp\")\n",
    "#             lats, lons = latlon_coords(slp_plot)\n",
    "#             smooth_slp = smooth2d(slp, 3, cenweight=4)\n",
    "            fig = plt.figure(figsize=(6,6))\n",
    "           \n",
    "#             CS = plt.contour(to_np(lons[:,-280:]), to_np(lats[:,-280:]), to_np(smooth_slp[:,-280:]), 20, colors=\"black\",)\n",
    "            CS = plt.contour(to_np(lons), to_np(lats), to_np(smooth_slp), 20, colors=\"black\",)\n",
    "            plt.clabel(CS, inline=1, fontsize=10)\n",
    "            plt.title(ncfile)\n",
    "            plt.show()\n",
    "            \n",
    "            idx_prev = idx\n",
    "\n",
    "        time_wrf = time_wrf + datetime.timedelta(hours=1)\n",
    "        \n",
    "    f.close()\n",
    "    \n",
    "        \n",
    "            \n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f54928f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "ncfile[11:-22]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "45ff7807",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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